{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## *In silico* mutagenesis\n",
    "\n",
    "In an *in silico* mutagenesis experiment, we have some input sequence $S$ of length $L$ which we would like to mutate.\n",
    "In the simplest case of *in silico* mutagenesis, we make predict the effects of each individual $3L$ SNPs that are possible in $S$.\n",
    "The *in silico* mutagenesis tools in Selene allow us to do this easily, and can also be used to predict the effects of every pair/triplet/etc of SNPs in our input sequence."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "import selene_sdk.interpret\n",
    "from selene_sdk.interpret import ISMResult\n",
    "from selene_sdk.sequences import Genome"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Get all the logit files that were created running _in silico_ mutagenesis (ISM) in Selene, and load them as ISMResult objects. This data structure allows us to easily access the logit scores for the feature in our model as a matrix."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "input_dir = \"ism_outputs\"\n",
    "all_results = []\n",
    "for filename in os.listdir(input_dir):\n",
    "    all_results.append((\n",
    "        filename.split('.')[0],\n",
    "        ISMResult.from_file(os.path.join(input_dir, filename))))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is a modification of the `visualize` method we provided in our tutorial. We have adapted it here for our specific use case: visualizing multiple heatmaps (ISM logit scores for different sequences) for a single feature in the model. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def visualize(filename, ism_result, start=400, end=600, output_dir='.'):\n",
    "    feature = \"Proery_BM|GATA1\"\n",
    "\n",
    "    scores_mat = ism_result.get_score_matrix_for(feature)[start:end,]\n",
    "    reference_encoding = Genome.sequence_to_encoding(\n",
    "        ism_result.reference_sequence)[start:end,] == 1.\n",
    "    figure, (ax) = plt.subplots(1, 1, figsize=(24, 4))\n",
    "    ax.patch.set(edgecolor=\"gray\", hatch=\"//\")\n",
    "    \n",
    "    coordinates = filename.split('_')[:-1]\n",
    "    chrom, cstart, cend = coordinates\n",
    "    center = int((int(cend) - int(cstart)) / 2)\n",
    "    \n",
    "    ax.set_title(\n",
    "        \"Center 200 bp of 1000 bp sequence ({0}, {1}, {2})\".format(\n",
    "            chrom, center + int(cstart) - 500, center + int(cstart) + 500),\n",
    "        fontdict={\"fontsize\": 20})\n",
    "    heatmap = selene_sdk.interpret.heatmap(\n",
    "        scores_mat,\n",
    "        mask=reference_encoding,\n",
    "        cbar=True,\n",
    "        cmap=\"bwr_r\",\n",
    "        vmin=-1 * max(np.max(scores_mat),\n",
    "                      np.abs(np.min(scores_mat))),\n",
    "        vmax=max(np.max(scores_mat), np.abs(np.min(scores_mat))),\n",
    "        ax=ax,\n",
    "        linewidth=0.5,\n",
    "        xticklabels=list(range(start, end)),\n",
    "        cbar_kws=dict(use_gridspec=False, location=\"bottom\", pad=0.3))\n",
    "    heatmap.set_xlabel(\"position in sequence\", fontdict={\"fontsize\": 20})\n",
    "    heatmap.set_ylabel(\"bases\", fontdict={\"fontsize\": 20})\n",
    "    \n",
    "    # only show every other base position in the x-axis\n",
    "    for label in heatmap.xaxis.get_ticklabels()[::2]:\n",
    "        label.set_visible(False)\n",
    "    plt.savefig(os.path.join(output_dir, \"{0}.png\".format(filename)), dpi=300)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "All heatmaps generated below can be viewed as higher quality PNGs [here](https://github.com/FunctionLab/selene/tree/master/manuscript/case1/visualize_ism_outputs)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a25351b70>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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O4yyc0VJsrRnvkfH3wPhF8nHuQ5hZ9iDCDNwiq0quHzkT6gwAZ8nDmTXuU0ocuL6X4Iw5VFXvWiLKRBLxt07dN4lzjo4t7Y+cBLyYMMAcX8Z98vjFqnq3iHyfsIR6T8LANcVehFmOJ5WcO5ngYNxziTQWQVdyadr2JmRDmKn3O8rr82davh3ESQRHxDQy+AJhRvbXROTLhGXNp6nqFWPXPYiwhcdlwBvLd3rgdmDXwv97xd9UuWZlX4ItUBE5quT8evF315JzE/ZKVe8SketY217tQnConKGqP18iP03qKcVW8ffmknOPiL/fKjlXxS2qenlJeMpOnzfuvB4hInsStmq5HjiA8OJrc4Jz/W0EZ9K+0UHUiLityPsITr83EhzEvyTsb/wewlYyr1bVDxWiLYu/5xI+xDZqi8eJyGj28BsIMyKnykb8LW3Tqvpc4Lkici/gIYT2d5qIvKLkZcEozn1j+bYmzF5/B3CuiDxFVc+ZMl+zcE9ZVPU2EflzwvYsXxWR4wkrBB4EPJWw0uWhBNvemD7JUkQeTvgmwLuWcNi3yURZVPUqEXkTYRXBaSLyVcIL/YcRtmpZSpY3EbZMchzHcTrGHbmO4zjOzwkOiPvVjDdyHCy1x+am4wGqWrbn6chZs6zk3NzzQHC+NkZEnk5Yznw94eMiZXsGjpwSy0vOAdxr7LqmcZbiuorwUR2U3atJnHGWAzep6p3jJ1T1dyLyC9bMouqSruTShiyhRDbRyX4j5fU5syxV9UwROQD4O8JMtBcBiMglhI8hfS5eOmqTDyQ4NqootsnR/VPlmpVRvvaNxzT5GlG1R/PvWNtejWa7XVNybVV+6tRTitEsvw2ZnDVdJ18jUmWGcjtdalNFZF3C1h4rgP1UdXTdr4F3RAflawlL4o+qkcdxXkzYA/g9qvqOQvj3ReQQwl6g7xCRTxZWCNwc8/W1guNvxDcJS/IfJCLLo5N5Lm1aVX8FnB7ztQr4VxH5rqpWroxR1esITslzCM7TTxEciE1ZqiylszxV9TMicjVhhuxjCPvTX06o+98Ttsy4foZ8QU9kGXX/0wR5/f0SZZ6FRmVR1X8SkR8T2t8fE7ZhuYiwLdIeBEdulSw3omSFhuM4jtM+vrWC4ziOM/o4Tt2Pk9wzcFBVSRxls+zmReM8lAz0pkZEnk3Y//Y64EBVvaTi0lH4gyrOPzD+XjpNnDgo3IHgTKn62EwZVbNmRh87KRuoNokzzi3AlvGjTmsRy3Jv1nwMqUtG+zHvGPMxTi25zDnONEzIJi7r34ry+pyHLFHVH6jqUwizMfcH3hrT/qyIjD62NUrruCXa5A6FpEdxUuUaZ7RNRJn8ypZCj+7xniXyVffDc0VGzs+JDysl8lOnnlKMnC1ldVUnX7NQZVN3AR4AXFxw4hY5Mf7uXXKuDqOPYJ04fiLe9ycEx3hxW4hRG51wXMftQkbtafTBrSa2o5L4kut7BAf8I5a4fBTnKuDHwG4icu9p4lSkcxvBub+piGxTckllWVT1FFV9sqpuqaobqOpucXbsqAxnNc1XpC+y3JRg/3cFfisiOjpY8wLnozHsvdPcp4LGZVHV/1TVx6rqclXdSFX3UdXPE2Z/Q4ks49YwmzO7w95xHMdpgDtyHcdxnE8QPh5yqIg8OHVh/DLyiNGehge0lbHI76mepdtVHu5BRJ5P+NDKzwlO3MsSl58Qf59Yks6OhAHeVaztlK2MQ5j9tDFwetUS5gr2qtgn+KD4e27JuQPHA6JT7dGJOOOcS+hrlH31+jEEuXaxNHgtYt2dTqjLMt15Uvw9oRB2BeHDTA8SkTLnWlmcHxJmLO0/Xv9xIPyE+O+Es2IJJmRDKMe6lMvl/iKysiT8oPg7jSzvQcNer6er6puAv4jBo/0yf0JwpDyizIFfwUgHUuUaZ7SFwHYl58r22T6TYEvatBWjsj9URP5gymvr1FOK8+PvLiXnRnbySSXnumD03KhyOo724pyYud/wPisqzpfd53vxd2Jma5wpfG/Ch7N+AY1tx1KMHOx1thAZ6ddMWxiQft7UKkvch/oZwK2Ej5LNQl9keQfhw4Vlx8jufj/+33jbhXmXRUR2ITzrr6zI186E7Rp+VDuzjuM4zuyogS+u+eGHH374sdiDsH+bEjrt+1Rc80TCB7BG/+9CGERdCjyo5Pr1gQPGwk4iToYtuf4llH8d/nrGvljfVh6mqKcXEwbOPwW2n+L6ZYSZUwo8tRC+DmFG78QXoQlLIG8gDAD3KYRvSBioKfDcKfO7kjVf7T567Nw+BAf+L4F7lchBgaeMxXlNDD9hyvs/P15/JrBxIXzjGKbAC8biHBvDV86gz6M0Sr/wHa95XrzmNGDDQvi+se6vL9ZLPPeGGOdLwDqF8KfF8IuK4fHcR+K5d42F/0UM/3aNcp0U41wKbDGmGz+I5/6/sTgjWX5hLM87EPY4vAvYaYp7H0CY+T4e/rqY/j8Xwv4hhv0r8QvtY3G2AR5c+H//eP3lwJYV5Vo9lsZ+MfwUYN1C+HYEh7sCx47F+VQM//tinML5nYAdCv8fFK8/qqJOVpfk6x9jnK8DG4ydWx9Y0bSelpDPU2Jabys5tz7BtivwvJLz2y5VrsK5o2I6BxXCVpbVd+H8BgTHuwIvGzu3OXBxPPf/Ku5VWv8l93l9vP7CcV0lfDRLCR+DW1YIv3fM2+3A7oXwdQj7hpfpUS3bQZglvXtFnp9CaIO3snab3gW4b8n16xR07LQl6mNUfy9LXPMo1rS94v1XAjcSPmi1cizOZiXpbErYg1mB1yXyMjhZziKfwrXH0s4z7V4l6dyH8HJNgWdX3OuweP7V08jTDz/88MOP+R6+R67jOI6Dqr49Lsd7M3CWiJxO2Ovt14Tlzo8hLM1bVYjzExF5KeHr7ReJyLcJDqb1CF8yPoDgkCybIVaH7xE+KHI84YNlvwNO0bC0s6s8ICKPjfdZhzCD8rCSDxT9UlXvWR6pYX/PwwizYL4cPxL1M8I2FvsQBlzvKSagqr8SkZcDXwZOEpHPExxuTyXMgvkywSlXh1OAl4nIfvGe2wDPiWV5hYY9/sY5nrAf43GEQf4ehD30biJ8gGZJVPWz8cvmf0KQz9cIg7+nExyJX1TVz9QsSyki8i+smfE3mjV8pIi8MP79NVX9WiHK5wlfM38W4cNBxxMG6c8hOOBfXlIv7yYM1p8FnCEi3yPo2bOB3wAv1bCEt8jfEhyCfyUiDyM4sHclOH+vB17VoLgXE+rzywTHwdMITshvEvZjHOd8guPzbBH5H8I+is8hONFer5MfLCvjCOAJInIS4UXGr4HdCDO9bgaOKVz7VoK+/BlwiIicQFjCfR+CHdmfsNfujwFU9TQR+QBhT8wLx8p1M8FhsxaqeoaInEKwTWfGe2wNHEL4GnvZTN1Xx/v/A/Ci+OG+6wizG3clODyeR3B6NuUthLo+BLhURL5BcOxsR5iBfSRrPrZUq56W4ATCS5k/Inwc6h5U9c64Hcz/ELbBeAVhlu6GhHL/IS1+N0NV7xCR1xJWf3xURJ5LmI24BcGurYj5+fexqKOVg9POVP0w8ALCvp6XisjXCXWyF3Aw4SXcq1T1nlmsqvoLETmcYA/OEJGvEJ4ZB8Z4lzO5B3td27FdvO4cwsueawht72GEJfh3EZx5xQ/VPRE4Our4FQSn6tYxXzsS9iN++XgFiMjfsOZ597D4e5iIjGzi91X1Y4Xyny4i7wb+Cjg/tr31Y1m2BP5cVVeP3ebFInIE4cXStQT5HRLz91GCnRxnyLJsREfPtDeJyBMJL8xuIHwr4amEZ8SbVPVLFdl7AkEG/9m0fI7jOM4MLNqT7Icffvjhh52DMKj/AGEWzK8Is12vJcy0+VPGZpjFOLsTHBNXEWZ93BTjfwQ4eOzak6g/I/c+wGcJDpe7KZnVM688LFE3o/yljtUVcR9MmMX5i5i/SwkOn4lZeIU4+wP/xZoZRhcQPga0rEaeV8Z8HRtl+58xvd8QHLp/lJIDwWn5A8Jy1F8CX6Fk5vMSeViH4PhdFe/7G4JD/lWMzV6N1x9Lgxm5hFmEKdkcVRJn3VinF8Q6vjnW+aMS99koyu6yKMsbomwrZ04SHCLvi/o5alMfB+5Xs4wnxbJsALyN4HC8g+BYfTPl7VNjvD8gfPn9esIsu3OA59e49xMIjrgfE/Z3vY2wJ+X7KZmdTlh2+yLCi5ibYrmvISwj/ltgu5LrX01wUt9B2LrkQwSHwmpK2hbBgfLRWKY7CG3+cBIzRAlOqlcTZrffEuP9LObztcBWhWsPqtKdgs6V5WvdeI8zCQ7v26K+HAM8YJZ6WkJG74n53bXi/P0JDrIr431uBM4A/m6acsVzR1FzRm7huscAXyXo/12xbs4G/obCDMLC9ccRbP7UNocwM/RNhCXft8X7/JzwsbWHJ+I9CvhGrJM7Cc7Tf6FiZiU1bAfBYf2PwKmx7HfGvF0M/FuZvAjbA3woluMXBAfoLYT9So+iMHO9wkZUHaUyIqw2OSvm61bgZMZWZBSufUQs66gsNwLfBp6WqN/ByjKRz6NIzMilg2ca8GTCS6DrY1muI7TRAxL5Xh7T/tq0ZfXDDz/88GO+h6gqjuM4juM4ACLyEoLD7jBVPXaxuXFmJX5U52RVPWjReWmKiKwGUNWVi82JbeI+yD8BPqKqr1lsbmZDwnKHGwjbuPzJovPjNMdl2S9E5M8JL/Aeo6qnLjo/juM4Q8Q/duY4juM4juM4maNhCfz7gcNFZNslLrfOQwjLwv9p0RlxZsZl2RNEZCPCXvFfcSeu4zjO4vA9ch3HcRzHcRynH7yNsNR7JWGLhixR1QsI2044meOy7BUrCVvEHLvYbDiO4wwbd+Q6juM4juM4Tg/Q8DGjtyw6H47j9A9VvZiwt6/jOI6zQHyPXMdxHMdxHMdxHMdxHMdxHOPkOiPXvc+O4ziO4ziO4ziO4ziO4/SBqbYiytWRW0nVBGOR8nMSq2n16tV86Utf4tnPfjYrV66cKsGjjz568voRd9wxGbbBBqmsc/fdk2HLllVnY5T3qnipukgmWEGyvGOsXr16zXWJe1WduuuuyfD11gu/qaqtvFVZJQEsW8btt08Gb7TREumNMdKfI488svw+I6pu9qpXlV//oQ/BbbdNhm+ySfo+iVulWEtu41RURqJqueGGyfAVK9J5KBU+BAVICT9R4Cp9SulZkXH5Vt2qLLyQjUoq7U+COvIdybWJfIFmjS5l0BIVXxUtpRbceOPkia22Ko8QueCC8vDdd1+iyd188+TJLbZI3uvqqyfDttsuGQVYoj2OXXePfiYyX3nqllvKE16+vMmjDIArrpgM22mndJxke7zkksmTO++cTjBhgCplUlZgCIX+zGcmw1/wgvD7ne9Mnnv84+Gaii1Kt90WTjttMnz//SeCJp4vF100GW+33dJGIaGEZeJfvry8+iBU4cknT4YfeGD4rcxG6mGRsD/nnTd5ao891vxdZj9TcVL2tirvjfs/UzCen7L2VVTLsvxXdd9Umz1fUuWo0peluOqqybDtt4dzzy2/fs89y+307ruH38sumzz3wAfC2WeXp7f33sB++02eOOOMZP4AuPXWyZObbZbWzUSCqfZTJa9TSz4rdcAB4bdSPxONOKWn1147GbbNNuXVALDZZlTWEZB8blaVN6lnCXtRdatUecvM9LajTwVW9S9SBvK66ybDt946nR5UZj75PE313coaw957w5VXToYD7LBD8rlZeatEBy1pf6qElXpWjLGWXBN6VlWspOxJ2M+qZ/6JJ5bn/bGPXbIdlOpnsvObINUfqOoMNjXuVZ23MhsIwQ5WGRmA44+fPHfIIclBVhM/SdJR8r73TYa/5jVAuj9QmY9UeVPjiipbkrI/KVK2qYpU5abyXqFPSd9A6mQDx0aj/k+ZjYZgp1PPuRRVddg0vcg6U1/Zc5p0cutenyurV68Gpi/vqNEMhaKRyJGRfIFB6HNdupBvHftTlNc0FNujy9c+ddtjn+yPM0nu8m2bJp30Nvt7dftX6fZhAAAgAElEQVQ/dfPfdnm9P7BYmjrdm4xHrMi3SXmbYKW8Q6NN+bY93mzaHpvg+pkPQ/P/5Eyb42sLuCM3knMnqE3qOoGGNujs8iE/bX7qXj8kp3tdupJvF04Cp3vabo9uf/qNNflaxJLTq669zd0J7cyfpu09Z/vg9q3ftO3EtTLJYmjk6PSaF0PQh9z7A0OZhOiO3MgQGmVduhiU5Iy18ubu5LPWKWhbvm3PvLSmn0Oj7fZoTb652x9rWJOvVaw4vbqYWQt2nNBOOwyxvQ+tvEPDgr1tyhDb4zTk6vQaKk0nWeTaHxjSJMTeOHKtOYFyp6tBSa5YK+/QnEBdYGk5mLfHvGi7PVqTb+72xyJeP9NhoX66mlkLeTtFnKXx+necNF3aK2+Pk+Ts9Boiua/0q8vQxiO9cORadALVwZoTustBSa5Y2nNlaE6grrCyHKzt9mjN/rRNH9qj1fZrwf70RZ+tyNdZmib21op8vT06Q8b1Mz8s9X+sYa1/6yyWoTk1hzgeyd6Ra9UJNC0WndA5D0q6wsqeK7k7+Sw/NCzMfGpaP1b00xp9aY9W2os1J3Sf9NmCfJ3paGJvrci3qw9tOvYZmlPT9TNPrPR/2saavbU8XnMmsebUbJuhjkeyduRaU7qmRteaEzrnQUlX1DWKbZGzk89a+22bLh8yVvTTEn1qj1baS1d7fE7D0PTZWSzF/l7O9tY/tNlPrDmBrOH6mS9W+j9tYtHeDmm8VhdrL8GsOTXbpu1JT7Pkp22ydeRamw49i9G11mhyHpRYoSv55uzks6r/bWFp5qVl+9MG3h7bwff4dPrA0Pp7bTuhrZU3d7rUTwu07RRx/Vws1pxe1rBqb729lGPxJZglp2YXNF1Z1IfxSLaOXEvToa0a3bbIPf9t02X95GyEhqY/VmZeDq39entsDwv5sVw/TvdYc3oNbdKBt8f5krt+1qVtp4i18g4Ni06vOlh7yZB7/zZ3rL0EG2FlkkVXDHmlcbaOXCvToX36ujNOzvXjnYL2sDDzcojtN+fyDlFedfH6cUZYdHpZ2oPWWnmdNG3Ly9rzxfs//caq02taLDqBXJ8Xh2V7Yi0/bWNhfA2LaY8Ld+SKyFYi8qN4/J+IXFP4f/2qeBZmPjVtxBYb/TRYNloWGA3Ccq4fl2811t7EN2GI8s25vG06gfpCzvKtw1DlOy1WnV5W9qDtykkwlPbYNl3op6X+gPd/+k3u40erTqBc6zN3ctfnodGVvBahDwt35Krqjar6MFV9GPBvwHtG/6vqnV3lo8tOUK6N3p0K1RQHYbnKF7xTUIXFN/F104dhyjfn8lpZLmSZnOU7LUOW7zRYc3oV+z9tzBSx5oQuMoT22DZDc7r3eZDt2Ntepkn6VvXT9XkxuBM3H/q+0njhjlwr5NwJapu6TqChDTr7sFxoxBD0uS7W3sTPsvzW5Wuftp1A1hjaS7+65C7ftrHm9JplZm2OTmhnvgzR6d7nQbZj65s2TdN3/XSKDM3/kzN9n4SYjSNXRA4XkVUisuqYY46Ze/o5d4LapK4TaGiDTmvLK2Zx8jmTWHsT3/byW2e+tN0e3f70G2vytYglp1fu2x14e1w8Q1vpB8NxigwVK9+0aYI/f6vJ0ek1L4agD7n3B4YyCTEbR66qHqOq+6jqPocffvjc0x9Co6xLF4OSnLFW3tydfNY6BV0uB7PiJHDmR9vt0Zp8c7c/1rAmX6tYcXp1MbMW7DihnXYYYnsfWnmHhgV725QhtsdpyNXpNVSaTrLItT8wpEmI2Thyl8KaEyh3uhqU5Iq18g7NCdQFlpaDeXvMi7bbozX55m5/LOL1Mx0W6qermbWQt1PEWRqvf8dJ06W98vY4Sc5OryGS+0q/ugxtPNILR65FJ1AdrDmhuxyU5IqlPVeG5gTqCivLwdpuj9bsT9v0oT1abb8W7E9f9NmKfJ2laWJvrcjX26MzZFw/88NS/8ca1vq3zmIZmlNziOOR7B25Vp1A02LRCZ3zoKQrrOy5kruTz/JDw8LMp6b1Y0U/rdGX9milvVhzQvdJny3I15mOJvbWiny7+tCmY5+hOTVdP/PESv+nbazZW8vjNWcSa07NthnqeMSUI1dVj1LVf5n2emtK19ToWnNC5zwo6Yq6RrEtcnbyWWu/bdPlQ8aKflqiT+3RSnvpao/PaRiaPjuLpdjfy9ne+oc2+4k1J5A1XD/zxUr/p00s2tshjdfqYu0lmDWnZtu0Pelplvy0jSlHbh2sTYeexehaazQ5D0qs0JV8c3byWdX/trA089Ky/WkDb4/t4Ht8On1gaP29tp3Q1sqbO13qpwXadoq4fi4Wa04va1i1t95eyrH4EsySU7MLmq4s6sN4JFtHrqXp0FaNblvknv+26bJ+cjZCQ9MfKzMvh9Z+vT22h4X8WK4fp3usOb2GNunA2+N8yV0/69K2U8RaeYeGRadXHay9ZMi9f5s71l6CjbAyyaIrhrzSOFtHrpXp0D593Rkn5/rxTkF7WJh5OcT2m3N5hyivunj9OCMsOr0s7UFrrbxOmrblZe354v2ffmPV6TUtFp1Ars+Lw7I9sZaftrEwvobFtMdsHbkWZj41bcQWG/00WDZaFhgNwnKuH5dvNdbexDdhiPLNubxtOoH6Qs7yrcNQ5TstVp1eVvag7cpJMJT22DZd6Kel/oD3f/pN7uNHq06gXOszd3LX56HRlbwWoQ/ZOnLnTZedoFwbvTsVqikOwnKVL3inoAqLb+Lrpg/DlG/O5bWyXMgyOct3WoYs32mw5vQq9n/amClizQldZAjtsW2G5nTv8yDbsbe9TJP0reqn6/NicCduPvR9pbE7ciM5d4Lapq4TaGiDzj4sFxoxBH2ui7U38bMsv3X52qdtJ5A1hvbSry65y7dtrDm9ZplZm6MT2pkvQ3S693mQ7dj6pk3T9F0/nSJD8//kTN8nIbojN5JzJ6hN6jqBhjbotLa8YhYnnzOJtTfxbS+/deZL2+3R7U+/sSZfi1hyeuW+3YG3x8UztJV+MBynyFCx8k2bJvjzt5ocnV7zYgj6kHt/YCiTEN2RGxlCo6xLF4OSnLFW3tydfNY6BV0uB7PiJHDmR9vt0Zp8c7c/1rAmX6tYcXp1MbMW7DihnXYYYnsfWnmHhgV725QhtsdpyNXpNVSaTrLItT8wpEmIvXHkWnMC5U5Xg5JcsVbeoTmBusDScjBvj3nRdnu0Jt/c7Y9FvH6mw0L9dDWzFvJ2ijhL4/XvOGm6tFfeHifJ2ek1RHJf6VeXoY1HRFUXnYcmZJlpx3Ecx3Ecx3Ecx3Ecx3GcMWSai9ZtOxetcccdk2EbbJCOc/fdk2HLliXTq/JziwC33jp5YrPNgODhr/TslyUqwm23TQZvskkye4GKct14Y/ntt9qqOk4ie6V5uCcfiQymqp277po8ud56JCsjRVV6CUFWRQGqM1+Wv1EeU8KqKtfNN5ent8UWcPvtk+EbbRR+EzpYSZWAobr+UpTlD9bksUa0jTZKp5fMXqLer7tu8tTWW0+GFdttUm8L16/1Jq8sg6NMpvSi6lxKL1KUNf6ttirXFwg6U3av0X0SOnjLLZOnli8nWd6kPbvhhsmTK1aU32h0s2uvnQzfZpvwW1UXCVJNJKUXleeayD6VXlkdQXU9LV8efivqNqW2SVPc5Dmcyl+qoV522eS5Bz4wKY9zz508t+eea/4ufROfsmepvJ933uS5Pfbg6KOPrjXT+p7rPvOZyQte8AIArr568tR22y2ZfPXMg6r2XXaj0c1SxriqnsraKcA220z1KCvL/1VXTcbbfnvSupTQ26r0rrhiMnynneIf73rX5MkjjgDgsMMmT33iE7D33pPhAGefDXvsMRk+Uq/ddps8d9FFscwlXHUVvOc9k+F/+Zfh98orJ8/tsMPa9yyyxx7p/u0ll0yG7bxzed7GKZNvyhZfc83kuW23LQ8fnUsVuFKXCHIZZ1yGo/wfeeSR5RkoUtHmUmOO1Myhysf3xReXJ7jrrnDWWZPh++6bzHayS5ISFon8V9iS5Eyp1LOnypgkBzFLM5GfhD1L9lVTz5F59cFH/e8qpS6zjxBsZKKNVNkESMg30Ymoej6mhljNOmFLD5fK8p8cB1Q9Y77whfLMP+c5cOqpk+EHHBB+q84lDFrTvkBllzlVSQ36e8n+T1VfH6orPjUOqHogRMrkm+ruJe3PHMbRxedo0nRWySRhjJPpVdVTw/SSalGhoMn8pcaiDcaHTbqqZYzkler/pJrPUkPRpjODe7O1gjVynJ7t9BvffiRN7stPXL6OZazpZ1ft18qHFqzZq7rknv8+4ds7TNLFcuO+1E/b24+0gTX97Mvz1FJ9WpJv7oz000p9WrM/bff3nPlSlJe1/o87ch1nAPhDI03ue+q4fB3LWNRPS3vsuRMojTV768yX3OVr7aWQRdzJN//8WMLSnt91sSbf3Gnb6dUES/ani/6eMz/altes9mcQjlxrby6d+eLyTeMPjTTW3tTWxeXrWMaqflpsv+4EKseSvXXmT87y7dIJlGP9jMjVyQe29NOfp/PHknxzp0/6aW3mpdM9Xchr1vTn5sgVkfVEZE8RmXI3rG6w+ObSmR8u3zTWHhrWnO6+HMwpYk0/c8eyflrIT9v1U9RnC+VtikX9cWbH2vLbJtRpv0N+vuQqX7Cjn/48bQeL9dkGbdsf1880luvHmSSXSRa1Hbki8ici8kUR2bIQthNwEbAK+LGIfFVEFv4hNatvhpz54PJN06WToE5+LOHLwZwRFvUzZ1w/l8b3YJsO15/+YXH5bROs7IHdNkNzQlt7CebP0/YYQn22bX9cP5fG6ycfclpp02RG7kuBXVT1pkLYu4AHACcC5wNPA0q+1dsd1ozK0DpBbWNNvhax5CSw6nTPWX9c/+eHVf3MGdfPatqeiej67HRJ05e6fdDPOk7cXMubuxO6LhbL689Tpyld2B9fmbA03n7zISd9buLIfTBw1ugfEbkX8MfAF1X1ccDDgZ+wQEeuNSefxU5BzliTr1WsOAksy8tafupgsT5zxLJ+5ozXZzltz0R0fXa6ZJaXukPQz9zLm7sTui5Wy5ur/tRl0U6RvmFtefiQ/SFDaL99ISd9buLIXQFcW/j/kcC6wOcBVPUu4DvATjPnrgHWOk1WOwU5Y0m+lrHgJLDWHvuE1+fsuH62h9fnJG33B1yfnS7p00vdNrC2vVWT9C3Ja2jlLWItP9PQh+3Xcsba8vDc/SH+kmE45KTPTRy5twLLC/8fCCjw/ULYb4HNZshXYyw9hC13CnLG63MxNNFn13/HKm6fnSJ9cBLktBzMyZu2+wN90E9L21s1Td+KEzr38g6Nvmy/ljOW9Nla+7Jmf5y8sKTPTRy5lwFPEpENRGR94NnA+ar6i8I12wPXzyODdbFQqWBLyH3D63MxNNHnoeh/HwadQ8PtszOiL06CnJaDzYLb28XSVJ+Hop8jrGxv1QRLTmhr5XX7kyb3mfp9ka+l+rQmX2v2x8kHay85mzhyjwF2JDh0L45/f3zsmv2Ai6ZJTES2FpHPishPReRsEfmBiDyjQb4AO04+S0bLceZBE30egv73ZdA5NNw+O9Cv7Q5yWg7WFLe3i6epPg9FP0dY2N6qKVac0NbK6/YnTV155e7ks4yl+rQmX2v2x8kHSy85oYEjV1U/CbwD2JiwxcIH4wGAiBwMrAROXCotERHga8Apqrqjqu4NPBe4X918WcMbvdM3hqDPTZfb5DroHDJD0GcnzdC2O8h9UOL21gZdOPly1s+207fyUqgulp18Q3jJ0DZtb7fSNi7f+WNVvhbsT19mfg+FkbysvOQc0WRGLqr6t6p673i8RlW1cPr7wBbAe6dI6mDgTlX9t0LaV6nqB5rkyxIWjJbjFPGHRppZlttYaO8uX8cy1vRzaDO9rNmruuSe/z5hwclnDWvL/63RJyeflfxYomn9WKpPS/LNnbadXnWxZn/6NPN7CBTlZa3/08iRm0JV71TVW1T1d1NcvhtwzjTpisjhIrJKRFYdc8wxs2XScQaGPzTS5L7cxuXrWMaifg5tppcle1UXa/bWmS+5y9faSyGLuJNv/vmxRJvbrbSNNfnmTttOryZYsj8+8zsv2pbXrPZn3aY3FpGHAs8HdgU2UdXHxfCVwMOB76jqzTXT/BDwaMIs3X2L51T1GML+vADKHXdMne7q1avNGBNn/rh80/hDI421N7V1cfk6lrGqnxbbrzuByrFkb535k7N8rS3/t0quTj6wpZ/+PJ0/luSbO33ST2szL53u6UJes6bfaEauiPwDYSbt64FDgMeOpfk54IVTJHURsNfoH1V9FfCHwIom+SrD4ptLZ364fNNYe2j4crD5Yk2+uWNNP3PHsn5ayE+Xe7BZKG9TLOqPMzvWlt82wdIe2JbJVb5gRz/9edoOFuuzDdq2P66faSzXjzNJLpMsajtyReS5wBuB7wAPA/6peF5VfwqsAp46RXInABuKyCsLYRvXzVMVVt8MOfPB5ZumSydBnfxYwpeDOSMs6mfOuH4uje/BNh2uP/3D4vLbJljZA7tthuaEtvYSzJ+n7TGE+mzb/rh+Lo3XTz7ktNKmyYzcvwAuB56mqucDd5ZcczHwwKUSih9JezpwoIhcKSJnAp8E/rpBvtbCmlEZWieobazJ1yKWnARWne4564/r//ywqp854/pZTdszEV2fnS5p+lK3D/pZx4mba3lzd0LXxWJ5/XnqNKUL++MrE5bG228+5KTPTRy5uwP/raplDtwRPwe2niYxVb1WVZ+rqjuo6sNV9bGq+oUG+boHa04+i52CnLEmX6tYcRJYlpe1/NTBYn3miGX9zBmvz3Lanono+ux0ySwvdYegn7mXN3cndF2sljdX/anLop0ifcPa8vAh+0OG0H77Qk763MSRK8Dvl7hma+C3DdKeGWudJqudgpyxJF/LWHASWGuPfcLrc3ZcP9vD63OStvsDrs9Ol/TppW4bWNveqkn6luQ1tPIWsZafaejD9ms5Y215eO7+EH/JMBxy0ucmjtzLgEdVnRSRZcCjCR8y6xxLD2HLnYKc8fpcDE302fXfsYrbZ6dIH5wEOS0Hc/Km7f5AH/TT0vZWTdO34oTOvbxDoy/br+WMJX221r6s2R8nLyzpcxNH7heBvUTkiIrzbwAeAHy2ca5mwEKlgi0h9w2vz8XQRJ+Hov99GHQODbfPzoi+OAlyWg42C25vF0tTfR6Kfo6wsr1VEyw5oa2V1+1Pmtxn6vdFvpbq05p8rdkfJx+sveRs4sh9L3Ae8E4ROQN4EoCI/Ev8/y3AD4FjGqQ9MxaMBLiTwOkfTfR5CPrfl0Hn0HD77EC/tjvIaTlYU9zeLp6m+jwU/RxhYXurplhxQlsrr9ufNHXllbuTzzKW6tOafK3ZHycfLL3khAaOXFW9HXgs8GlgL+DhhH1z/wrYG/gP4Imq+ru6afcJb/RO3xiCPjddbpProHPIDEGfnTRD2+4g90GJ21sbdOHky1k/207fykuhulh28g3hJUPbtL3dStu4fOePVflasD99mfk9FEbysvKSc0STGbmo6i2q+hLCR82eBLwQOATYRlVfrKq3Nkm3T1gwWo5TxB8aaWZZbmOhvbt8HctY08+hzfSyZq/qknv++4QFJ581rC3/t0afnHxW8mOJpvVjqT4tyTd32nZ61cWa/enTzO8hUJSXtf5PI0fuCFW9SVX/W1U/q6rfVNUbZknPcZx28IdGmtyX27h8HctY1M+hzfSyZK/qYs3eOvMld/laeylkEXfyzT8/lmhzu5W2sSbf3Gnb6dUES/bHZ37nRdvymtX+zOTILSIiu4jIX4rIK0Rk+bzSnQfW3lw688Xlm8YfGmmsvamti8vXsYxV/bTYft0JVI4le+vMn5zla235v1VydfKBLf305+n8sSTf3OmTflqbeel0TxfymjV9UdV6EUTeBLwS2E1Vb4phjwOOB9aPl60GHq6qNzbK1dLUy7TjOI7jOI7jOI7jOI7jOI5NZJqLmszIfRLwk5ETN/JPBOfqm4F/BXYAXtMgbcdxHMdxHMdxHMdxHMdxHGeMJjNyrwWOU9X/F//fFrgaeLeqvi6GfRe4j6o+dM75HaHcffdk6LJlcNdd5THWWy+dYlm8peLcfPNk2BZbxByW1KtI+l5VZVqCRtGa5O+OO8rT2mCD8nMbbLBEJqiMlxJH6lxVsVLT42+7bTLOJpuE38q6TenZ7bdPhm+0UTqDS1CZ/1tumbx4edzZpKpgifwlm0HFybLkRkkm00sobqPlDClBjrF69WpWrlyZbMKp9JZS99L8p/J3Y8niha22KrcxMZPJdn/ddZMnt94arrmmPL1tt13r31H+jzzyyPLrxygtb9m94n2S8r3sssl4D3wgRx99dLU+pCrjiismz+20E1ddVV6W7bcvDy9Slf8qMd5a8vnPzTaLf6T04s1vnjz3lrdMK8ZKJvKfasRl149INKAbSnbMX7GCpM0atctp83/kkUcmzW2q4quaSOM+xCWXTIbtvHO5/gHstBOcddZk+L77ht/jjps894xnhN8f/GDy3CMfmX72XHzx5Llddw2/FcJKVUWyPY4xkmtSvom8J+1tg2fqtddOhm2zTTIKnHrqZNgBB4TfI46YPPeudwFw2GGTpz7xCTjwwPLbnHwy7L77ZPgFF4TfFSsmz5WJr8jjHz8Z9p3vxD8S9ucrX5k8deihibYDXHTR5Lnddgu/VWpbll4xzbr9gdNOKw/ff/90vKR+VijhSC5F7pFf0vBXkGh05547GbznnvGPqmdgWQZjJlPZu/LKyXM77FCe1D2kEqyyj1D54Kx4dAPN7E+iO5XqrlQ/58qUHWC33ZJd86Q+V9RFsnvbRM8KjOcn2be8+urJk9ttVy5fCDJOVW6F3U/KN9HvSD4OKnQwWd7KjgzVBu3ssyfDAfbeO/0cSTbwNazVP08NYlL9gSo5ptJLGf6q9FJ9y1TdFlirvGUNAWCTTdKyrxqMlrUdCO0n1VFI6XRVeywbdIwGHInMV+pnmZEBWL48rdNVdZEwkMn2mKqnKTpbE+PNJjqY0IvUs6yy2lN6kTLuDfqxiSitzcjdAijOxt2fMBv3G4Wws4H7N0g7C3xP1vzIeU+aoe2p03Z52/5QRO7y6uLDb5Y+PFCXPsm3jtPUyh6QVvdgGxp19Qfs7HlZB+/vLZYu+gMjctTPodLE/ljBUv/Ban/GWn6sMLT+z9DKaxX/8JtdmjhybwCK834eC9wFnFEIW79h2uax2Cmow1AHJTl3Cix2stqkrpOpDta/PrloLDtlrdSny3dxWGtfQ32ewjCc7t7fWzxd9Aec/MjZ/lh6fll6nhaxlh8LWJZXGwytvJZp24nr8m1OE2frj4CnishDROQBwHOA76tqcXLwSqBkPrUtrDmB2mbIndYcjcRIP4dm5NqaadHFQyPnh1LT+snZKduEXOULPhO6jfw45ViUV93rvb+3eLroD1igD053S1izP0Us5Mdy/TiTDE1eQyvv0HD5zo8mjtx3AsuB84BL4t/vGp0UkQ2Bg4BVc8hfa1h0AtVhaIOSoZH7ctRZaGOmRVft14p9aELTmU+5lrcOfSlvzk53a89ff55WY7G/lHN/ry590s+c+wPTkrvT3ZoT2pp8LeL1kw9D1OehlXdouHznR21HrqqeCjwF+BpwHPAsVf1W4ZJHAavjOZMMrdNnMf9ONX0ahLWB5eXhFtpXU3Lec65Nci/vkJ3QbWDteWqRNpfD1yX3/l5dcs9/XeqW11r95N7fs/h8tCRfawx1pV/ODFGfh1beoeHynR+N9rFV1W+r6qGq+ixVPW7s3Amquqeqfnk+WZwvQ+v0Wc2/U441eVmjy+X/Q6ONmU9tY80JZI3c7a01J7Tb5+mw8lLI8ku/NhiafrYt3y6fLznKy+rzMdf6bJvcV/oNdRLQEPV5aOUdGi7f+dHLD5JVkXunfmhO6Lax1imwJi+LNK0fr8/ZsaafFp1AlrBmb+ti0Qmdsz60TV2ne9v6ObSXfrnbqya0KV9/vqSxln9rL/2s4f2BfHF9dqxhzX8yZGZy5IrI/URkPxF5TNkxr0zOi5w79UNzQneVHytYqx9r+HKwxdK2ftbtFFh1AlmhT/m3RK712TZ1n6dd6OfQXvrl3N6b0pZ8u7A/OcvL2vPFWn++Lj7zO43V/oDjDJHc7W3faOTIFZEniMhFwFXA6cCJFYcpcu7UD80J3VV+rGBpuZ81fDnY4mlTP3N3AlmTrzWne5P0LT0viljLjwXqPk+7kq9F/WmToZS37ZmXrp9prNlni/35OvjM7zS5599x+kTu9raP1Hbkish+wDeAzYEPAgKcAnwU+En8/3jgH+aXzfmQ80NgaE7otrDaKbCy3M8auT80+iKvtvQzdyeQRflacrrXxap9dsqpK68u5Ts0/RlCeftkf3KVlyX7nPvzwtrM76G9lHYcZ3q8PdqkyYzcvwV+C+yrqq+JYSeq6p8BDwHeCjwOmPpjZyJyXxH5vIhcISI/FpH/EpEHNchbb8m50Vhp9JaNkJXlfpawLK9pyF1edWc+te2UtTbItipfK073JuQ86BwaTdpjzvbcWSzW7M9QsVI/feof+kvpSXKXb9sMrf8ztPJaI/eVfn2miSP3kcDXVfXn4+lo4M3AxcBbpklMRAQ4DjhJVXdS1QcTnMVbN8ibYxALD+HcOwW5578uuT80cpdX29sd5O4EsixfC073puQ66BwiTZzuFtuLYx9r9mfIWKmfnF/6+UvppbHav7LA0Po/QyuvRdoej7t8m9PEkbsc+Fnh/zuBTcauOQ2Y9mNnjwXuUtV/GwWo6o9U9dQGeesEa50CZ2ly7hRYdhq1QRdO3L4sz2yDLpx8vuf34vCZ0M48aOJ0z7W9OIujy5e6OernUMn5pZ+l/oPV/oy1/FhhaP2foZXXKm2Px12+zUDKSYkAACAASURBVGniyL0e2GLs/53GrlkP2GjK9B4CnL3URSJyuIisEpFVxxxzzJRJzx+LnYI6DHVQknOnwGInq0262OOzrYeG1U7xtFh2ylqpT5fv4rDWvob6PIVhON29v7d4ct7z22mPnO2PpeeXpedpEWv5sYBlebXB0MprmbaduC7f5jRx5F7K2o7bHwKPH+1pKyL3BQ4FLps9e2tQ1WNUdR9V3efwww+fS5rWnEBtM+ROa45GYqjLUbvY47Ot+sz5odS0fnJ2yjYhV/mCz4RuIz9OORblVfd67+8tnpz3/K5DH5zulrBmf4pYyI/l+nEmGZq8hlbeoeHynR9NHLnfBg4UkS3j/+8jzL49V0TOAn4CrADeO2V6FwF7N8jHTFh0AtVhaIOSoZH7ctRZaGOmRVft14p9aELTmU+5lrcOfSlvzk53a89ff55WY7G/lHN/ry590s+c+wPTkrvT3ZoT2pp8LeL1kw9D1OehlXdouHznRxNH7kcI+9/eBaCqpwHPBq4kbJNwLfBKVf3UlOmdAGwgIi8fBYjIviJyYIO8TcXQOn0W8+9U06dBWBtYXh5uoX01Jec959ok9/IO2QndBtaepxax9CGi3Pt7dck9/3WpW15r9ZN7f8/i89GSfK0x1JV+OTNEfR5aeYeGy3d+1HbkquqvVPUMVb21EHacqj5EVTdS1V1VdepNbFVVgWcQtme4QkQuAo4Cfl43b9MwtE6f1fw75ViTlzW6XP4/NNqY+dQ21pxA1sjd3lpzQrt9ng4rL4Usv/Rrg6HpZ9vy7fL5kqO8rD4fc63Ptsl9pd9QJwENUZ+HVt6h4fKdH01m5AIgIpuKyItE5N0i8u/x94UismndtFT156r6J6q6k6rupqpPVtW57rEL+Xfqh+aEbhtrnQJr8rJI0/rx+pwda/pp0QlkCWv2ti4WndA560Pb1HW6t62fQ3vpl7u9akKb8vXnSxpr+bf20s8a3h/IF9dnxxrW/CdDppEjV0SeDVwFHAu8Fjgs/n4SuEpEnjWvDM6TnDv1Q3NCd5UfK1irH2v4crDF0rZ+1u0UWHUCWaFP+bdErvXZNnWfp13o59Be+uXc3pvSlny7sD85y8va88Vaf74uPvM7jdX+gOMMkdztbd+o7cgVkccDnwM2Az5FcOI+Kf5+OoZ/TkQeN8d8zoWcO/VDc0J3lR8rWFruZw1fDrZ42tTP3J1A1uRrzeneJH1Lz4si1vJjgbrP067ka1F/2mQo5W175qXrZxpr9tlif74OPvM7Te75d5w+kbu97SNNZuS+CbgDeISqHqaqn1TV/46/LwEeRfgQ2pvmmM+5kPNDYGhO6Law2imwstzPGrk/NPoir7b0M3cnkEX5WnK618WqfXbKqSuvLuU7NP0ZQnn7ZH9ylZcl+5z788LazO+hvZR2HGd6vD3apIkjd0/gC6p6TtlJVV0FfBHYa5aMOWuTc6Ox0ugtGyEry/0sYVle05C7vOrOfGrbKWttkG1Vvlac7k3IedA5NJq0x5ztubNYrNmfoWKlfvrUP/SX0pPkLt+2GVr/Z2jltUbuK/36TBNH7h3AtUtc8/N4neOYeAjn3inIPf91yf2hkbu82t7uIHcnkGX5WnC6NyXXQecQaeJ0t9heHPtYsz9Dxkr95PzSz19KL43V/pUFhtb/GVp5LdL2eNzl25wmjtxTgUcvcc3+wCkN0s4Ca50CZ2ly7hRYdhq1QRdO3L4sz2yDLpx8vuf34vCZ0M48aOJ0z7W9OIujy5e6OernUMn5pZ+l/oPV/oy1/FhhaP2foZXXKm2Px12+zWniyP1rYHcReYeIbFI8ISKbiMg7gYcAfzOPDFrDYqegDkMdlOTcKbDYyWqTLvb4bOuhYbVTPC2WnbJW6tPluzista+hPk9hGE537+8tnpz3/HbaI2f7Y+n5Zel5WsRafixgWV5tMLTyWqZtJ67LtzlLOnJF5OPFg+DIPR84ErhaRL4rIp8Rke8CVwNHxPOvbzPj88CaE6hthtxpzdFIDHU5ahd7fLZVnzk/lJrWT85O2SbkKl/wmdBt5Mcpx6K86l7v/b3Fk/Oe33Xog9PdEtbsTxEL+bFcP84kQ5PX0Mo7NFy+80NUNX2ByO8bpq2quqxh3CXTbildx3Ecx3Ecx3Ecx3Ecx3GcLpFpLlp3imt2mDEjjuM4juM4juM4juM4juM4zgwsOSPXKMpdd02Grrce3HFHeYwNNuCWWyaDly8fpVhSDyJw993l6S1bVn6vDTYIv2Xxli1b6lQlVdlLksp73XjLlpVWOYRqr5RHdXJTUTb9PlXtVdP1q9RcBI4++uhay/dWrlxZXl4IZb799snwjTZKJ3zVVeXh228Pt902Gb5J3J761lsnz222GVBdT6nkEmJMV3xkvP5T6VXqdKINN2sIFWlusEFSVkm9rThZJg4IIklmvUqON95YnuBWWyXtWeW5shOjkynFSGQ+VU9V7TGlSpXtMaEX97TLMm6+eTJsiy245JLyy3fembSwEplPVWEVyWZVpZ8JvUgmmHwIlsvruusmo2y9dfzjhhsmT65YAcA110ye2nbbJdpBqgLLBLbzzikTmKRCLZJcdNFk2G67LXGjskijiGXLukfLw08+efLcgQeu9e+4vJJ12+BBnFr+lnrMVd6qTF/gHp2pJJH3SvlXKSDpJlKV3le+Mhl+6KHhN1UXb37z5Lm3vAWOPHIyHODoo9f8XVb/e+45Gefcc6vtzG23wSc+MRl+2GFrzo8zSuvccyfP7blneXdl++3Db8rEVN3ryisnwwF22AF+8IPJ8Ec+Mvym8lHF1VdPhm23XfzjggsmT+6+ezK9pM1PKMYZZ0ye2m+/crsEwTalTEKVuqf6tym9rTLtZfUHhTqsIvEgqdKZb35zMvzJT45/XHvt5MlttgESdrqskgC23TZpO5s8K6DafiZMU7W8Es/aZP+n6mbJDlA6/2WUtQOIbSFlcKsa0BFHlCf4rndNPQ4Y5f/IKmMbOeusybB99w2/ZV2trbZaO/06y8OT483zzpsM22OPdKNL1cUSnaPa+U9VRpWMU4OiMYp6PI2I6+Q/1eYqSdiYlO2sbI9NO6usSXfa8ja6VUJWS7WDOtsfHXnkkWlfw9j105Q35TZIdX0ry5V6ECfs2RJDrHKqhTXVjNwmHztznE5o8pBscw/Ivuw51xbW9rzxPecWi++5mxfW2m/utG1/fM/vfuPtcb4MtT/g+rMYcu//5G5/utgDu8mHGK3UpzX5WvzmSVOG1h7r+E+mbY+Wy2sNd+Q6gL1OrrVOkLUPY1jDmtF1p/viaaoPFvSnbfpib4dCXXm1bX/alpe1QefQ8PY4X4bcH3D9WQw5939ytz9d5b/JJCAr9WlJvtacfEPrn1ubdJC7/ekad+T2EGuDziZY6gS5UUljrX7c6W4DK/pgjT7Z2yEwy0yRtmi7U29t0Dk0vD3OD+8POF3Sh5dgTWaaWqHL8UjOk4CsyNeaky/3/rk1/0/bK6ut2Z9F4I7cnmFx0FkHa52g3N+EdYGlQac1p/KQ8fqfxJq9HTGU9tK0k2tlpsiItgcx1vRzaAylPbaN9wcWSx/6t3Xoy0uwnLebs+QEsmx/LMjXmpPPav+nrfZoddJBzvanDvOyP+7INUxfBp3TYrETNLQ3f02wpj9W8uM4RSzrp7X8tMEsnVwLM0WKDGHlydCcQEUs1H/u+Ev4xdKX/u20WHUCNWEoM02tOSktMTQnnzV5FZ8vbbRHy5MOcrY/0zJP++OOXKP0adA5DVYbpc98WhoL+gO2ZgY7i8XaINuavR0aXXRyc5avNf0cmhPImS9dOHFz1s8uZyIOAYv2s+30LZW3iAUnkOX6mYahOfmsvfTL3f9T1wndJP2+tK954I5cgwxt0GmtUboRyhOvz37SdieoC7y9L46uOrk5y9fqclTHaUIXTtxc9dNnIs6X3J1Adcldvl3k39LztC5dytfC+NraS7/c/T9uf9K0kX935Bqjq0ZppRF4J8iZF16f/aPtTlBXeHtfDF12cnOWry9HdfpEF07cHPXTZyLOl9ydQE3IWb5djTetPE+bMDT5Wnrpl/ukA7c/adqyP+7INUSXjdJKI/BOkOMMg6YvVawsj5oFa/mZBmszRZpgqZNrmbqDhjaw3H6dvHAn7iTWZiL2gTZnXlrt/+Qs367Gmxaep3Wp64S2iKX+XhdOWUuTDtz+LE1b9eOOXENYapRd4Z2gftIHJ5AzP2Z5qdLmm2mnHIszRZowlOdp2/bWnUCLxZ+niydn/fT+bTu0NfPSWv+naH9ylq+VmYjW+qt1ndDWmMUJbcWp2eSlkDX9cfuTpq36MeHIFZFniIiKyC6LzssisdIou2QInaAiQ5BvX5xAznzoopNrqVOcO9ZmiszCEPShbXvrTqDF4s9TG+Sqn96/bY82Zl5a6//kbn/adgJZHm9OQ+79PYtO6DZnBude3qaT8vpAW/Iy4cgFngd8H3juojOySKw0SktY6wT5zJg0uXcKnPnS1aDESqc4d6wNMpw0bdtbdwItFn+e2iFX/XR7vjhy7//kbn8svuS01B6t9ffaXnnbFW3NDM69vLNMynOqWbgjV0Q2BfYH/pSBO3KdtbHWCerTm6E2yL1T4MyXpvpgZXnU0LDWfnPHtztwZsHb43wZan/A9Wcx5N7/yd3+dOEE8uXw889P3eut5L/I0NqjlZUJQ2Xhjlzg6cC3VfVS4CYR2avsIhE5XERWiciqY445ptscDgBrnVxrnSB/M5TGmtF1p/viGeKe39PSF3s7FKwtB2tbXtYGnUPD2+N8GXJ/wPVnMeTc/8nd/nSV/6Esh28ba06+ofXPrU06yN3+dI0FR+7zgM/Hvz8f/59AVY9R1X1UdZ/DDz+8s8zliLVBZxMsdYLcqKSxVj/udLeBFX2wRp/s7RCwuBzM0te3nfnj7XF+eH/A6ZI+vATLebu5LscjOU8CsiJfa06+3Pvn1vw/ba+stmZ/FsFCHbkishVwMPAxEVkNHAk8R0RkkfnKGYuDzjpY6wTl/iasCywNOq05lYeM1/8k1uztiKG0l6adXCszRUb4noj9ZijtsW28P7BY+tC/rUNfXoLlvN2cJSeQZftjQb7WnHxW+z8570Hr211WMy/7s+gZuc8CPqWq26vqSlXdDrgSePSC82WCvgw6p8ViJ2hob/6aYE1/rOTHcYpY1k9r+WmDWTq5FmaKFBnCypOhOYGKWKj/3PGX8IulL/3babHqBGrCUGaaWnNSWmJoTj5r8io+X9poj5YnHeRsf6ZlnvZn0Y7c5wHHjYV9BXj+AvJiij4NOqfBaqP0mU9LY0F/wNbMYGexWBtkW7O3Q6OLTm7O8rWmn0NzAjnzpQsnbs762eVMxCFg0X62nb6l8hax4ASyXD/TMDQnn7WXfrn7f+o6oZuk35f2NQ8W6shV1YNU9dtjYe9X1VcuKk8WGNqg01qjdCOUJ16f/aTtTlAXeHtfHF11cnOWr9XlqI7ThC6cuLnqp89EnC+5O4Hqkrt8u8i/pedpXbqUr4XxtbWXfrn7f9z+pGkj/4uekeuM0VWjtNIIvBPkzAuvz/7RdieoK7y9L4YuO7k5y9eXozp9ogsnbo766TMR50vuTqAm5CzfrsabVp6nTRiafC299Mt90oHbnzRt2R935Bqiy0ZppRF4J8hxhkHTlypWlkfNgrX8TIO1mSJNsNTJtUzdQUMbWG6/Tl64E3cSazMR+0CbMy+t9n9ylm9X400Lz9O61HVCW8RSf68Lp6ylSQduf5amrfpxR64hLDXKrvBOUD/pgxPImR+zvFRp8820U47FmSJNGMrztG17606gxeLP08WTs356/7Yd2pp5aa3/U7Q/OcvXykxEa/3Vuk5oa8zihLbi1GzyUsia/rj9SdNW/bgj1xBWGmWXDKETVGQI8u2LE8iZD110ci11inPH2kyRWRiCPrRtb90JtFj8eWqDXPXT+7ft0cbMS2v9n9ztT9tOIMvjzWnIvb9n0Qnd5szg3MvbdFJeH2hLXu7INYSVRmkJa50gnxmTJvdOgTNfuhqUWOkU5461QYaTpm17606gxeLPUzvkqp9uzxdH7v2f3O2PxZecltqjtf5e2ytvu6KtmcG5l3eWSXlONe7IdcxirRPUpzdDbZB7p8CZL031wcryqKFhrf3mjm934MyCt8f5MtT+gOvPYsi9/5O7/enCCeTL4eefn7rXW8l/kaG1RysrE4aKO3IdwF4n11onyN8MpbFmdN3pvniGuOf3tPTF3g4Fa8vB2paXtUHn0PD2OF+G3B9w/VkMOfd/crc/XeV/KMvh28aak29o/XNrkw5ytz9d447cHmJt0NkES50gNypprNWPO91tYEUfrNEnezsELC4Hs/T1bWf+eHucH94fcLqkDy/Bct5ursvxSM6TgKzI15qTL/f+uTX/T9srq63Zn0UgqrroPDQhy0w7juM4juM4juM4juM4juOMIdNclOuMXBkdIvKK4v+znrOeXs5597rIJ72c8+51kU96Oefd6yKf9HLOu9eF10WO6eWcd6+LfNLLOe9eF/mkl3PevS7ySS/nvHtdzD296VDVrA9g1TzPWU8v57x7XeSTXs5597rIJ72c8+51kU96Oefd68LrIsf0cs6710U+6eWcd6+LfNLLOe9eF/mkl3PevS7arYuqI9cZuY7jOI7jOI7jOI7jOI7jOIPBHbmO4ziO4ziO4ziO4ziO4zjG6YMj95g5n7OeXpf3sp5el/caWnpd3st6el3ea2jpdXkv6+l1ea+hpdflvayn1+W9rKfX5b2Gll6X97KeXpf3Glp6Xd7Lenpd3mto6XV5L+vpdXmvoaXX5b2sp9flvaynV4nEPRkcx3Ecx3Ecx3Ecx3Ecx3Eco/RhRq7jOI7jOI7jOI7jOI7jOE6vcUeu4ziO4ziO4ziO4ziO4ziOcdyR6ziO4ziO4ziO4ziO4ziOYxx35DqO4ziO4ziO4ziO4ziO4xjHHbmZICJbiMhmM6axac3rt2xwjyXjiMjmddMtxF0hInuKyO51yzOWjtdFz5hHG+kLfbEXs7SPGL839sLrYq3zJuqiL3RtL5roxDTxrOiFhTYSr1l4/0JEdlni/Doisk78e30R2atOfYjIpjFOsqwi8tBp0yyJu4+IPENEDlmqPEuk43WxJp2FtxG3F2udt1IXC28js7SPGL839sLrYq1rrNSF97XWpFNZj7PqRIxnXy9UtdcHcEHi3C7At4BvAjsBxwK/BM4Edq2I89LC3/cDvhfjnA48KHGvm4CPAX8IyJR5/wPgU8AtwN3Az+JxFLBeg7r4WeLc/sDFwEXAfsB3gJ8CVwOPrIjzxsLfDwYuBa4EVgP7Je71O+C7wJ8Cm0+Z9wfHOJcDdwJnxHsdCyz3upipLhbeRpq0j5baiNeFoTbSpH201Ea8LrwuytJze7GEXjTRiR7oxcLbSNP66Lgung5cB1wLPC3e6wTgf4FDKuJ8uPD3o6POnhjr748T97o7lumtwIOnzPuBwKpYHzcD3wBOA04CtvO6aK0uhvYc8bow1EaatI8FtBGvC6+L8XDva82gE7nqRa0Ks3oAz6w4DgVuSMQ7BTgEeB5wFfBcQGLY9yrinFP4+4vAKwgzm59RFSdeewnw6iika4D3AY9YolwnAAcVyvgeYBPgbcAxFXH+quI4Argpca8zgd2BRwK/AB4dw/cCTpuiLr4JPCn+/XDg9MS9LgCeAnwGuBH4z1j3GyXi/BDYuZD+J+PfLwe+7HWxZF2YbiNN2scMbcTrIpM20qR9zNBGvC68LtxezNleNNGJTPTCdBtpWh8N6+L9FccHgF8l7nUucF9gB+BXhftuD6yaoi5OBPaKf+9YFadwr4cA/0gYdJ0H/A2wcok4K+LfOwDHxb8fD/yP18WSdWG6jeD2YlF1YbqN0KB9zNBGvC68LuZiL+hvX6u2XjTRiRz0ouzoy9YKXwCeShggFY+nABsm4m2mqser6ueAu1T18xo4Hthiivs+SFU/oqq/V9XjgC0T196mqh9U1f0Jjewa4MMi8lMReXtFnK1U9SQAVf0q8BhVvU1V3wg8piLO22PeNxs7NiW9lcZ6qnqBqv6AMDj9frzvOcBGiXgj/kBVvxXjnLlEnLtU9Ruq+gLCrKPPAH8C/K+IfLYizkaqekkh/d3j3x8lvOEpw+tiDdbbSJP2Ac3aiNfFGqy3kSbtA/ppL7wu1tBlXbi9WEMTvZhVJ8CmXlhvI9Bd/+Iw4ELg7LFjFWHWTSWq+n+qeiVhZs3ovlcx3dZv94r1hqr+FFiWvpVeqKp/p6oPIAwc7wOcKiKnV8RZpqo3xL9/RhgEoqrfAbatiON1sQbrbcTtxRq6rAvrbaRJ+4B+2guvi7Vu01ldeF9rDY30YkadAJt6McG6015onPOBf1HVC8dPiMjjEvGKQnn32Ln1K+LcT0TeT5hZs0JE1lPVu+K59RL3ktEfqvoz4J3AO0VkZ8JbjDJuEJEXEmbOHEqY5o6ICNWKeA7wNVU9eyIDIi9L5K+Y3hvGzlXVxY4i8nVC2e4nIhur6m/iuWnr4nbCzKMvishywnT4Mq4Qkb8nLDV9JvAjABFZj2o99rpYg/U20qR9QLM24nWxButtpEn7gH7aC6+LQjZGf3RQF24v1tBEL5roBNjXC+ttBLrrX5wFXKiqE4MWETkqkT9EZB1V/T3w0kLYMqrrYhcROZ9QtpUisoWq3hz3wpuqLuCeQeSZInIE1S8uVonIvxPq4mmEJY+IyMZUD+q8LtZgvY24vShkY/RHB3VhvY00aR/QT3vhdVG4TfGfluvC+1praKQXDXQC7OvFJDrl1F3LB3AAcP+Kc/sk4r0C2LQk/AHAeyvivHjs2CKG3xd4e+Je725QrvsTGseFwH8A28TwrYBDK+LsDNy74tzWiXs9Fdi4JHwn4PUVcQ4cOzYd3Qd4VeJer2tQF5sTBqjfIExf3yyGL6diGWmsixVeF/bbSJP2EeM1aSNeF2vimLYXTdpHjNfUXnhdrKkLs7az47pwezGDXjTRiUz0YpFtZJQ/K/2LLcvKNMW99gU2LAlfCbywIs72Y8d6MfzewDMT93p+g/ytB/w/4IOEWTbLYvhGwPZeF0vWhT9H1q4L71/owtvI+jG8so00aR8xXm72wuuihu3suC68rzWDXjTRiQq9MNVGyg6JkRzHcRzHcRzHcRzHaRERuY+qXt9FvK7izBLPCYjIVqp6YxfxuoozSzzHcarpxR65IrKuiLxCRL4tIueLyHki8i0R+bM4XXtu8QpxvmX1Xok8HFM3TtN4Fu4lIsti/b1VRPYfO/fGRHq14y3wXo+aMs7GIvJ6ETlSRDYUkZeIyNdF5J0ismkif7XjdRVnlngl6Vw67bWzxusqzjTxROShhb/XE5E3xvp7u4TlHXOL11WcGe71ahG5d/z7ASJyioj8UkTOEJHdE/dKxXtIR3Gmzd9O08QTka+KyAvrtKGm8WKcFzSI0zR/LxCRTWrE2VFEPi4ibxORTUXkoyJyoYh8SURWzjNeV3HG4r21xr3WEZGXisg3JfRHzhaRz4vIQYn71I5TiHeYiHzD6L2Wi8g7ROQnInJjPC6OYZvPM96C7nVxnXsl8vCtunGaxrNwLxG5l4j8k4h8WkSeP3buw4n0asezfi8Rua+I/KuIfEhEthKRo0TkAhH5oohsk8hf7XhdxSnE+3DNe205dmxFWH67hYhUfl+lSbySOFs2iNNm/p5Y+Hu5iPy7hDHuZ0Vk68S9ivE2nybeHOI0zd9U8STY1VH/bB8R+SlwhohcJSIHJu5VO15XcWa41zkS+uo7VaU7r3hdxRmLt2ONOPuIyIki8h8isp2IfEdEbhGRs0RkzwZxHtbwXqXxmuRvhnJtKiL/ICIXxWtvEJEfishLEvepHWeB97qwTryJdPowI1dEPgf8Evgk8L8x+H6EpYlbqupz5hXP+r2k+oErwHmqer+K/NWOZ/1eIvIxYGPClxxfBJysqn8Vz52jqntV5K92POv3EpEvAlcTpuzvDFxMWFZ7CHBfVX1RRf5qx+sqzgz3uhUYGb7R3jYbA78hbFp+r4p71Y5XiFPcQ2faOE3zV+de9+iLiPz/7d15mHRleefx709RjNG8GlwwLhckalxGcUElgwgiInFDxy0aNxwEBxFRx6DigjpmjPuMS4xjFHUUiRhwFzcWISoaQBQBUREXBFQQNYhsd/54TmPRVFd3VTVVp973+7muuqr71LnPfddzTvdb793nPOeNtMuq30ub42iLqnrqCrnGjptVzBS5Tq2qu3Zffwp4d1UdntbMeU21m0kNyzV23Kxipsj1U+ArwM7AF4BDgE9V1cgbTkwSN6uYKXId2623AXgy7Tj6F2BX4G+rauf1iptVzBS53gucTRu7x9LuBvxl4ADgY1X11vWIWZBcR9LmF35fVZ3bLduS9vlsl6p68Aq5xo7re64kQz/f0P4t+mRVrdTcGjuu77mSfBQ4k3Z37mcAl9Euvfz9Kp8Fx47re64kn6XdBf2PgSfRbohzCG0+wF2qavcV6hs7blYxU+S6kvY7ZtBtaP+3q6oa2uSZJG5WMVPkGvx89m7gXOD/0ebM3LGqhs6xOUncrGKmyPWtqrpb9/VRtEvgv57kjsCHqmrbFXKNHTermClynQV8lHbTrHNpP1OHVtU5w3JMEzermClynQC8gj9MRfC8qjosyYOA/1VVf7UeMQuS62PA4bTPZ4+n/d79MPBS4KdV9ZL1iFmEXEPVBPM69O0BnDHite+uZ1zfcwFXAD8Azhp4LH1/6YjtjR3X91zAKQNfbwa8C/hXYHPgpBH1jR3X91zAyd1zaP+QZOD7U0bUN3bcrGKmyPVW4P0MzDMEnLVSjmniZhUzRa6TBr4+mT/ME7XauI8dN6uYKXKdMfD115e9NirX2HGzipki10nd841pfyz6NPBzWrNvOgeuggAAFmtJREFU19XGfZy4WcVMm6v7+kcrvbYecbOKmSLXKcu+/2r3vDlw2nrFLEiuUZ/P1vW1vueifT77EnDUkMfvRmxv7Li+56L7TDLw/YHA8bQ/Jp44or6x4/qei9G/Y04eUd/YcbOKmSLX/wQ+C9xtYNlZK+WYJm5WMVPkOnHg6+XH1ahxHztuVjFT5Dod2Kz7+qvLXvvWiFxjx80qZopcg+O3A/AO2v/rjgL2WuO4ryluVjFT5Or7Z8FZ5vrmsu+/3j1fBzh9vWIWIdewx0YxtQJwYZLHpd1VDoC0S+WeAFy4znF9z/UDYKeq2nrg8edVtTVw3oj6Jonre66r7kxYVZdX1V7AN2kfzEddkjtJ3CLkotpviU93z0vf16iYSeNmFTNuXFU9B/g/wCFJ9ut+vtaSY+y4WcVMEbchyaOTPAbYvKou67a12rhPEjermEnjDktycNrlT4cn2T/J7ZLsAfxoRK5J4mYVM2nc0s/Rb6rqA1X1UNoZ718DXjQi1yRxs4qZNO7KJHdMch/ghkm2BUhye0bfWXaSuFnFTBp3WbrLCtPOVrwUoKp+z8o/V5PELEKus9Om9bnqktkkt0xyAO0qkZVMEtf3XKcBe1fVA5c/gF+MqG+SuL7n2nzwM3tVvYb2x/ZjaU3PlUwS1/dcg//HfP+I19YjblYxE8VV1RuAPYGXJ3lTkhuzts91Y8fNKmaKuFskeX7aXd3/JMngVWSjxn2SuFnFTBr3duDTSXYGPpvkLUkekOSVtJMQVjJJ3KxipokDoKq+XFX7ALcG/gEYeobnesTNKmbMuEuS7JrkcUAleRRA2rQUV6xjzCLk+o8k9+/WewRwAUBVXQlXuwJ12phFyHVNtcaOb58ftLvQHUo7s+a7tMt/zu+Wbb2ecX3PBTwb2GaF154zor6x4/qei3Yn7t2GLN8TuGxEfWPH9T0X8G6G30H9L4DjRtQ3dtysYqaJ69a5DrAf7RLac0atO23crGLGjQMOpp2NuPS4Zbd8S+CL6xk3q5gp4/agNfV+AfwG+A7w98CGVcZx7LhZxUwSBxy71uNt2rhZxUyR60HAGbSmzv1pl8gt/Vv8qPWMm1XMFLl2pjX/z6RdDbNdt/zmwOvWK2ZBct2U9h+x02l/WL+gG8t/oE19tVKuseP6nos2HcVfrvDaqGNw7Li+56JdLrrLkOW7AWeOqG/suL7nAl7F8M9ntwcOG1Hf2HGzipkmbmC9R9CmqDh3tXWnjZtVzDhxtEurBx8375ZvCbx/PeNmFTNl3E60/9efBHyLdqXQXnRXkq1n3KxiJokDPjzO8TZN3Kxipsh1D+BI4DPAnWgn6VwInApsv14xC5JrG9pUkr8CjgPu2C2/ObDfesUsQq6h25nkoOzzg/aX4ZsB///ajluEXF3siv+ArHdc33P1vb55jAXddATXZtysYiaJA24F/HKC8Rs7blYxU8YtxHE7o1wfmDDX2HGzipkil8fFH2I+CVxnFnGzillrHO1MgZuNM36TxCxCrmXxOwAvYMTUHusV1/dctD8MPH+C+saO63uuvtfnWMytvh1ocyFO8jM8VtysYqbI5XFx9fHr8+/2WdbncbE4+6rXx0Xfj6Vp4jaWm519fMjinWmXmlNVj1yvuL7nGhIT4IET1LdqXN9z9b2+WeayvpEx0O+f4V7VN8tcfa9vlrnmXJ+/L67O42IjqW+KXCdU1X27r/ekXTV0BO1mcZ+oqteukGvsuL7nWhbzzC7m8DHrW1Nc33P1vT7Hojf17cP4P8NriptVzDrl2hPYd7XxmzRuVjHrmKvPv9tnWZ+/LxbnZ7h3vy/6/jtmmrhrqDG6vn19ACfSLjffCdixe/5Z9/WO6xnX91y0SxgmqW/suL7n6nt9jsXc6uv7z/As6/O48LiY97j3/bjodS7rm1+uga+/zh8uo/1jRt8EZuy4vufqe32OhWOxiPU5Fo7FvHP1vT7HYnHqcyzWJ+4a21nrin1+0OaEfB7weeAe3bIfXBtxfc/V9/ocC8diEetzLByLeefqe32OhWOxiPVNkeubtPlktwC+sey1UXdtHjuu77n6Xp9j4VgsYn2OhWMx71x9r8+xWJz6HIv1iVv+2IyNQLU7vL05yUe65/Ng9fc2SVzfc/W9vlnm6nt9s8xlfYuTq+/1zTJX3+ubZa6+1zfLXH2vb5a5rG8+uYANwL/TpueoJFtW1blJbtQtW8+4vufqe32zzNX3+maZy/oWJ1ff65tlrr7XN8tcfa9vlrmsb3Fy9b2+aeKubq0d30V6AA8D/n4WcX3P1ff6HAvHYhHrcywci3nn6nt9joVjsYj1TRPXxd4Q2HoWcX3P1ff6HAvHYhHrcywci3nn6nt9jsXi1OdYTBe3UdzsTJIkSZIkSZI2ZteZdwGSJEmSJEmSpNFs5EqSJEmSJElSz9nIlSRJ0tUkOTrJWPNvJXl6kkry9GuprLElOairaad51yJJkiRNy0auJEmSVpVkp64petC8a5EkSZI2RZvNuwBJkiT1zlNpd9Adx+HAV4GfrX85E3sb8GHgR/MuRJIkSZqWjVxJkiRdTVWN3fisqouAi66FciZWVb8AfjHvOiRJkqT14NQKkiRJc5Zkq27agoOT3CnJEUkuSPIfSY5LsusKcZsneVGSU5JcnOTXSb6c5PErrP/IJF9M8rMkv09yTpJjkuyzbL2rzZGb5GDgqO7bV3S1Lj126tZZcY7cJPdO8tEk53d5z07yjiS3GrLuwd12tkqyd5JvJbkkyXlJ3pVkwxqHdcU5crtlRye5WbfNpfE4Nckea91+t627JzkkyQ+7bfw8yYlJ3pLkesvW3SzJPkm+2u2ri5OclGTfJNf4XJ5m366uS5L8NMnbkmzo8v1wLe+3e+2qY2zIazdM8uIkJ3fH3G+TfCXJE4ese9UUG0nukeRTSX7VvZdjkvzXFcbpukmeleT4JBcl+V2S7yV5d5I7TDNOkiRJmwrPyJUkSeqPrYGvAN8G/gm4FfAE4DNJnlRVhy6tmOT6wJHAjsDpwNtp0yE8Fjg0yT2q6iUD6+/VbfNc4BO0M1VvAdwd2AN4x4i6juienwYcAxw98NoPR72hJA8HPgoEOAw4G7g38D+A3ZNsX1XDtvE64CFdrZ8DHgg8E7g9sPOonGt0E+B44NKurhvQxu49Sa6sqvettoEkdwe+BhTwceAs4E+6GvcBXgpc1q17ve69PAQ4A/gQcEn3vt4K3A94yrIUbwH2o01X8a5uW7t3616/q30qSW4CfAm4J3Ai8B7ayR4PAT6U5K5V9dIhodsCf0c7Xt8N3A54DPDF7tg7YyDH9YFPAbsAP+7e+6+BrYBHA8cBZ3brTjJOkiRJmwQbuZIkSf3xAOANVfXCpQVJ3kZrlr0zyWeq6tfdSy+gNXE/Azyyqi7v1n8lcALw4iSfrKp/69bfm9b426aqzh9MmuRmo4qqqiOS/IrWyD26qg5ay5tJciPgYNpnzp2q6ssDrx0AvJbWoBx2xvF2wN2WpnlIshmt4fjAJPetqhPWUsMI2wD/DOxdVVd0Od4MnAIcAKzayKWNxw2AR1XVxwZfSHJT4OKBRQfSmpNvA/YfyHld2hg8I8lhS9vpzmzdD/g+cN+quqBbfiDt7Ohb0Zri03oLrYl7QFW9bqD+G9Aa+C/p6jp5WdzDgD2q6uCBmL2BdwLPpTWylxxEa+J+AnhcVf1+IGZzWvN7yVjjJEmStCnx0iRJkqT+uAh41eCCqvoG8EHaGaSPHnjpGbQzQZ+/1MTt1j8feHX37Z7Ltn853Rmiy3JcW/PI7g5sARw62MTtvJF2Nu+Dk9xuSOyrBufq7d7je7tv77sOtV1MG7srBnJ8h3aW7p2T3HiMbf1u+YKqurCqrgTopgPYl3Y29POW5byC1pQv4G8HNrE0xcNrlpq43fqXAC8eo7YVJdkCeDLwjcEm7kCeA2hnUj9pSPjxg03czntox9hV+6drwO5DG6NnDTZxuzy/r6qfd+tOMk6SJEmbDM/IlSRJ6o8Tq+o3Q5YfTTv7857A+7om4+2Bn1bV6UPW/1L3fM+BZR+kNU9PTXIobYqE45eaaNeSey2r5ypVdXmSY2mX198TWH6DtW8M2d6Pu+ebrkNtZw6c3Twsx02AYfti0KG0s0+PSHIY8AXamH5/2Xp3pDW0zwRemmTYtn4H3Hng+6WxO2bIul+mNUyndR/gukAlOWjI60tz/N55yGvX2D9VdVmS87j6/rkTsAH4WlWds0o9k4yTJEnSJsNGriRJUn+ct8Lyc7vnDcuef7bC+kvLb7K0oKrelOQXtLMj9wP2pzXwjgFe2J35u97GrnPAr4YsW2peXneaokZsf6wcVXVCkh1o0wE8lm7u1iRnAK+sqkO6Vbfonu8AvGLEJm808PXS2F3jmKiqK5L8crX61mCprvt0j7XUtWTU+A2O3dK+/ekY9YwzTpIkSZsMp1aQJEnqj1uusHzL7vmiZc9bDlkX2vypg+sBUFXvr6rtaA2zh9HmiH0AcGSSW0xU8WgT1blIquorVfVw2lmo29Omtbgl7UZhu3SrLb2/w6sqIx5bD2x6KeYax0Q3XcEWy5cDV3bPw07WGNYsX8rx5lXqeuCKA7C6pYbvrdew7iTjJEmStMmwkStJktQf91phbtaduueTALrpF74P3DrJHYasv9R4O3FYkqr6VVV9uqqeSbsZ2Z8CO6xS29J8peOcDXtS97zT8he6m5fdf1Sdi6Sb6/XfqurltDOeoc0RDHA6raG5XZLrDd3ANS2NyY5DXtuB4c3aC7vn2w55bdshy06gNX9X2/fTWHrvd0/yZ2tcd5xxkiRJ2mTYyJUkSeqPDcDLBxck2ZZ2c6eLgMMHXnoP7UZUr+/O0Fxa/2bAywbWWVq+W9c8XW7pTNyLV6lt6VL+YTcmW8kRwAXAE5Nst+y1/YE/B74weFOzRZJkhyQbhry0dBbtxXDVjdreSjsD+f8m+aMh27pVkrsMLDq4ez4wyZ8OrHcD4H+vUNIJ3fMeg/s6yW1Zdlx1dZ1Pmzt52yQvG3Z8JPmLJBOfAdvdpOwdwB8B70yy+bLtXz/Jzbt1JxknSZKkTYZz5EqSJPXHscCeSe4HHE9raD2B9sf3vZfdnOsNwF/Tzvr8ZpJPAzcEHkdrzr6uqo4bWP/DwCVJjgN+SGsC70CbG/XfaTfqGuUM2jynf5PkUtrNyQr4QFWdPSygqn6b5BnAR4Bjknyki7s3sCtt7t+9VxuUHnsBsGuSo4EfAL8F7krbLxcC7xpY99XANsCzgEck+RJtPG9BmxN2e9pcu98BqKrjk7wVeA7w7e5mapfR9veFDJl3uKq+1t1A7gHACV2OWwKPAI5k+Jm6+3b5XwU8pTs+zgP+jHZTsfsATwTOGn94rvJK4H5dHd9N8knajeRuSzsOXsgfGtdjjZMkSdKmxEauJElSf5xFa2C9tnvenHaJ/auq6sjBFavq0iQPBp4PPInW8Lsc+Caw/8CNtpa8CHgIcC/gocAlwNnAAcA/VtVlowrrbrD16K62xwM3pjWDj+u2s1Lcx5JsD7yky7+B1sB9J/DqqjpnVN6eewetqXo/WoNxM+An3fI3Dja4q+qyJI8Cngw8HXg47aZdP6ft95fRzo4d9Fzgu8CzaQ3vX9LOyn4JbT8Pszvw+u75OcCZwN8Bn6Ptt6upql8n2RHYi3YcPQa4Aa2ZeybwPODzaxuO4bpjdTfaMf1U4Gm0Y+ec7v0cN7DuJOMkSZK0SUhVzbsGSZKkTVqSrWhNqvdV1dPnWowWQpIfAlTVVvOtRJIkSbPiHLmSJEmSJEmS1HM2ciVJkiRJkiSp52zkSpIkSZIkSVLPOUeuJEmSJEmSJPWcZ+RKkiRJkiRJUs/ZyJUkSZIkSZKknrORK0mSJEmSJEk9ZyNXkiRJkiRJknrORq4kSZIkSZIk9ZyNXEmSJEmSJEnqORu5kiRJkiRJktRzNnIlSZIkSZIkqeds5EqSJEmSJElSz9nIlSRJkiRJkqSes5ErSZIkSZIkST1nI1eSJEmSJEmSes5GriRJkiRJkiT1nI1cSZIkSZIkSeq5zeZdgCSpJ5IC4DoDf+Mb9vUslm1M+Tam9+LYLU6+jem9zHHsily16Morr/68XsuuzW1v7Pk2pvfi2C1Ovo3pvUySD6AGfzlKkmbKM3IlSZIkSZIkqeds5EqSJEmSJElSz9nIlSRJkiRJkqSes5ErSZIkSZIkST1nI1eSJEmSJEmSes5GriRJkiRJkiT1nI1cSZIkSZIkSeo5G7mSJEmSJEmS1HM2ciVJkiRJkiSp52zkSpIkSZIkSVLP2ciVJEmSJEmSpJ6zkStJkiRJkiRJPWcjV5IkSZIkSZJ6zkauJEmSJEmSJPWcjVxJkiRJkiRJ6jkbuZIkSZIkSZLUczZyJUmSJEmSJKnnbORKkiRJkiRJUs/ZyJUkSZIkSZKknrORK0mSJEmSJEk9ZyNXkiRJkiRJknrORq4kSZIkSZIk9ZyNXEmSJEmSJEnqORu5kiRJkiRJktRzNnIlSZIkSZIkqeds5EqSJEmSJElSz9nIlSRJkiRJkqSes5ErSZIkSZIkST1nI1eSJEmSJEmSes5GriRJkiRJkiT1nI1cSZIkSZIkSeo5G7mSJEmSJEmS1HOpqnnXIEmS1ijJXlX1rnnXofG43xaX+24xud8Wk/tNkqTRPCNXkqTFste8C9BE3G+Ly323mNxvi8n9JknSCDZyJUmSJEmSJKnnbORKkiRJkiRJUs/ZyJUkabE4d+Bicr8tLvfdYnK/LSb3myRJI3izM0mSJEmSJEnqOc/IlSRJkiRJkqSes5ErSZIkSZIkST1nI1eSpAWT5PVJTk9ySpLDk9xk3jVpdUkel+TUJFcm2Xbe9Wi0JLslOSPJ95K8aN71aG2SvCfJ+Um+Pe9atDZJbpvkqCSndb8jnzvvmiRJ6isbuZIkLZ7PA/+lqu4OfBd48Zzr0dp8G/hvwLHzLkSjJbku8Hbgr4G7AE9Mcpf5VqU1OhjYbd5FaCyXAy+oqjsD2wHP9udNkqThbORKkrRgqupzVXV59+1XgdvMsx6tTVWdVlVnzLsOrcl9ge9V1Q+q6lLgw8Duc65Ja1BVxwIXzLsOrV1V/ayqTuy+/g1wGnDr+VYlSVI/2ciVJGmxPQP4zLyLkDYytwZ+PPD9T7CxJF3rkmwF3BP42nwrkSSpnzabdwGSJOmaknwB2HLISwdW1ce6dQ6kXZL6wVnWppWtZb9pIWTIspp5FdImJMmNgI8C+1fVr+ddjyRJfWQjV5KkHqqqXUa9nuRpwMOBB1WVDaaeWG2/aWH8BLjtwPe3Ac6ZUy3SRi/J9WhN3A9W1b/Oux5JkvrKqRUkSVowSXYDDgAeWVUXz7seaSP0deAOSbZOcn3gb4CPz7kmaaOUJMA/A6dV1ZvmXY8kSX1mI1eSpMXzNuDGwOeTnJzknfMuSKtL8ugkPwH+CvhUkiPnXZOG624muC9wJO3GS/9SVafOtyqtRZJDgK8Af5nkJ0n++7xr0qq2B54C7Nz9m3ZykofOuyhJkvooXo0pSZIkSZIkSf3mGbmSJEmSJEmS1HM2ciVJkiRJkiSp52zkSpIkSZIkSVLP2ciVJEmSJEmSpJ6zkStJkiRJkiRJPWcjV5IkSZIkSZJ6zkauJEmSJEmSJPXcfwJceWqNl+IOVAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a25388b00>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a27e87710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a2ab50908>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Tb8WWhu6en/3uQPeF5UGeBDe52QjOArfIouHXkSsTmkzmR4nDJQ3CKSVTQhwON6nZUwbOUqzjRfbbJO/buPmNDGztzzgXwJsAbIHhbdy/HHxZRB4jeT7cFuot4I688LElnJXjuSXPfgmnYNxiGj8mQVfl0rbtDZUN3BERj6I8P/8k5cdBnAt3dm+dMjgBzgrrRyR/ALcV+AIRuXHgvY3gjvC4AcBHK45QfBDu7OicLbNfX7pGZWs4WTB0xnZGfsbvJiXPhuSViDxC8g4sK682hlNyXiwit00Tnzb55GON7Ldsi36+VfqnJc+quE9E/lBy3yenrxhUXgNu4Ybk/4M70uOHJE+DsyrfCMBucLsjngUnDyZKdobxDnBK6VMDBlV5bmsZmeI/X6QpVTBnixUnw9XDveGOEiDcsRtfAXAxyReJyEh9n4h8eeDW7wF8mORtcNbln0WzuhaKfeCUkz8Ukb9M93IbQpULyS3gFLx3Angh3ELxanCLUZ8G8CqSW4tI1SJhLUTk/QO3FgHYK5Pxe8LtGnlvidN8we2Jo4RvGIZhtMMUuYZhGMZtcBOMdRq6yxUH052xucrgDREpO/M0V9bM6CIOmLIoaQXJV8FtZ74TwE7izrwdJJ9kzSl5BgBPGHivrZvpuKPifp4HZWG1cTPIHAD3yMAH4gBARB4l+Vc4ZXvXdFUuIcoSKCmbTMl+N8rzc+SyFJFLSL4QwEfgjpF4IwCQ/D2AT4jIcdmreZt8OoY/8Fak2Cbz8H3pGpU8XltnV5145VSd0fwolpVXuWX1rSXvVsWnST75yC1nV8Sw1XSTeOX40gyUy+lKmSoix5C8Bc6ycHu4M83/AHdm7+Nw28bvbBC/UBwIp2T7TouFuVqQXB1OSdbkI2e7wFk/ln1MK+eLcEro3aXwcU04K9mH4BSDh2L4o5zj4igAXwbwHJKrViwedklwy2oEKBeSy8MdhTMPwDYFJfQ/AHye5JoA/g1OwXrIWFMzxTfh6uj2Fc9nZ7+qPpJnGIaRCna0gmEYhpF/HKfph2aWKqlEhJ6rzMpuXLSOg4g0tYJcCsm94M6/vQPADiLy+4pX8/sbVTzPv2B/fR032QRvfThlStWHg8pYs+J+/hGiMkViGzeD3Adg9eyjTsuQpeWJcB9D6pr8POYNsngM0qhcxuymDkNlk23rXwPl+TmOsoS4r6K/Es4aczsAn8r8PpZk/rGt3K9TpmmT6xe8zt340jVIfkxEWfmVHVWRh/HlaeLV9MNzRXLlZ9V25LL4NMknH7kStCyvmsRrFLwyVUTOE5FXiMjqIjJLRDYTkf/GlMXwpYHj5yX7yNmbEP4jZ2+COy/5xIpFzTLqWPDmH846p+RZfm+rkmdjITtCIFferhwqnDqQfA7c0QU3YeqjkiEIUS4bA3gagGsrLImDlyXcRyyB6nLM5YyGxRfDMIzkMEWuYRiG8R24j17tSXJT34sDX6XOz2h7YaiIZTyOaivdruKwFJKvB3AcnCXzDiJyg+f1s7Pfl5X4swGcgu9mLKuUrXQDZx2zEoALy7Ywe9iy4pzgHbPfy0ue7TB4I1OqvcDjZpDL4cYaZVY928OV629q+DNWsry7EC4vy+pOfsbj2YV7N8J9aGYjkmXKtTI3F8FZLG03mP/ZltyXZP+WTfB9DJUNXDqWR3m5PJXk/JL7O2a/dcpyKdlZrxeKyMcAvDu7nZ99eh2c4vB5ZQr8CvI64EvXIPkRAuuWPCs7Z/sSOFkSUlbkaX8WyafUfLdJPvnIrQE3LnmWy0kVZ5cWybad7wGnADxtwtHZA84K8hcVOyzGxVuz31qWolldegWc8v9Ez6t5/zyv5Fl+b2h3xLgg+Qy4RZ77AYx8/vyIHJT9HjXKoq2PgOWSv191bEHwssTU4kpVO8jlzG8DxsEwDMOowBS5hmEYiSMii+G2560A4AySpR8bI/kyLHvu3dfhFMBfJllmPbpCthV7VO5GubKmyzjk/r0JbivsnwBsX2Oy/0u4L5NvT3K3gj/LAfiv7N9vDkw0fwA3Cd67WBYkV4Q7Gw8A/qdh1OcA+NhAWhbAfUjpPgCnlLjZmeQrB+69C+583HNEZLrzcYGpD8x8juRKhbBXgvsKNwB8q4Y/Icjz8NNZ3gIAsrOWXwdnkXRyfj8ro29m/x6alWHuZnc4BeHvUDjnVdwH3r4HZ9V0yED474L7ANXPWiiN/pPk0jNKs/h/Lvv3OyXvzwDwXwNxXh9OCfso3MdzvJB8IcmyIxhyK9p/Au7IDLhzMtcC8FWSswcdkFxrYNHo6Oz3I9m287J0DZKfJ7l/0aqa5LoYqOtZvO6E+7jfApL/WWaJTXLDCiV9LbKPlH0DbtvxNwcWvnJ5NC97t00++Tg3+31eybPTACwGsBvJfUrCCW2pi7KFpOxjVN+HO8f0kyLy94Hnh5CsOtM4BI3OrW1D1h9tAuDqBh85ezNcG/5e2ce0Cvwq+/34QFufgamP0J3VMMrLQHKDsvpC8omYkj3HZ/W7+PzcrCx3HCX8mnFcGe6jhaE/chaqXK6GW+R5KsllPgZKcjW4c2sH3TSG5JZZXg3efxaAz2T/VvUNz4Pb1XLeKHEwDMMw2mFn5BqGYRgQkc9mio2PA7iU5IVwH734B5yiZnu4beCLCm6uI3kA3ETpGpJnwm0Rnwl3ZtwL4ZRhZRZiTTgLTql5GtwHyx4FcF62TberOIDkTlk4y8FZUO7P4Q8U/U1EDs//yc733B/OSvMH2QdE/gR3jMUCuK+5L/PhGBH5O8m3wil0zyV5PNyHRXaD+1L8D+A+PNWE8wC8heQ2WZhrwSkrlwNw0KACJeM0AKeQPAXuKIJnA3h5Fpd31AlURI7NlJyvhSufH8FtW34V3BERJ4rIMQ3TUgrJL2DKgim3Gj6Y5Buyv38kIsWvgx8P4NVw571entWvNeDyZQaAt5bky5fgtsm+Bu4DNWfB1bO94BSZB4jI4wNuPgxn+fq+bLvvJXCKnN3htqW+s0Vyr4XLzx/ALWTsDqdgPwPlZ25eCWAbAJeR/D84xf7r4I4g+EDJB8vKeD+Al5A8F85K6x8ANoOz8rwXy1oXfgquvrwNwK4kz4Y7n/VJcHJkO7izdn8HACJyAcmvwZ2XevVAuu4FcPtgZETkYpLnwcmmS7Iw1oT7wvvPUL74864s/E8CeCPdh/vuAPAUuDLZGu4DSWUfhqvLJ+DyelcA15M8Hc5CcV04C+yDMaW4bpRP03A2nPLnpQA+WnwgIg/THQfzf3DHYBwEZ6W7Ily6X4Twc4I3kXw/nML5djirwl3hyuxIuLY1SK70qv2xu0zxlbf/p2W/u5LMz4C/TkQ+X+LuaQB2gqsPPx58PvDuEwF8oXArlzvfIpkvyn1eRK4rcd7o3NZM8ffmmm4+CGBbAP8KYKusPgGufDeFWyD88ID/TdOyPYCjSP4SbpfCPXAy8OVwcmURgA+UxK1NWTaV6Tl7w50/Pu1Hzki+AECuLM3Po346yaPzd0RkvxJ3wcpFRJaQ/Dc4xfiRJPeG2zUxF24cMA+u/S6zCNoiLe8G8OosPrcAWAI3VnoZXB94JNzuo8G0zwHwXABnjfqxNcMwDKMlImKXXXbZZZddEBHATeq/BmcR8ne4rXu3w1nivhnArBI3m8MpJm6Gmwjck7k/AsDOA++ei8y4scSf/eCUfPsN3H8SgGPhJtiPZe8cEiIO0+RNHj/ftbjC7aZwZ+r+NYvf9XAKn9me8LYD8BM4RdaDAK6C+7jJjAZxnp/F6+isbE/N/PsnnEL3pb5ygFNa/hrAA3BKopMBbNQw35aDU/wuysL9J5xC/p0Alit5/+gs/PkNw1k8TdkcUuJm+SxPr8ry+N4sz7f1hDM7K7sbsrK8KyvbTT1uVof7OvnNmGpT3wawTsM0npulZRacdfZNWRz+CLcIU9Y+JXP3FDjrqjsBPAR3nMHrG4T9EjjFwu/grLgfgDsD+KsA1it5n3AfRDsLrj0+DKekPB9OabFuyfvvglNSL4E7uuS/4ZRDi1HStuAU0UdmaVoC1+YPRKHel7hZIQvnwiwdS+AWV86C+4DQGoV3d6yqO4U6Vxav5bMwLoFTeD+Q1ZeFAJ42Sj5NU0ZfzuK7ScXzp8JZDN+UhXM3gIsBfKROurJnh2Rh7FgmZzxxex5c27q9EPaZcB+AqnJzCpzMry1zMCU/qq5zK9z9V/b8czXCmD9NGMvkT8HdXDg5808Aq9VMzy6Zf7+u+f76cDsHbszq9kNZ3fsagLVHTQum+tqrsjJ8JKu3v4JbiFmhQhbcndW75RuU5eJp4lXVLi/Ong/1byXv7jdd+idRLpmb7QH8MGszj8DJkssAfAjAiqOmBW5B9YdwC7XF8d5pAHbzpOXAzL9X1S1Lu+yyyy67xntRRGAYhmEYhgEAJPeDU9jtLyJHTzY2xqhkVnW/FJEdJx2XtpBcDAAiMn+yMdEN3TnI1wE4QkTeM9nYjAbddoe7AJwtIq+ddHyM9mRb9a8A8E4R+cak42OMBslFcBa/m4k7TsYwDMPoGDsj1zAMwzAMwzAiR9x5518FcGAX594G5plwR51UnZFsxMMOcDtqQp5Xa3QAyVcB2ArAv5sS1zAMY3LYGbmGYRiGYRiG0Q8+DXeUw3y4IxqiRESugtuSb0SOiHwN7ggBI35mA3iviJw+6YgYhmGkjClyDcMwDMMwDKMHiPtA3ycmHQ/DMPqHiAx9/MwwDMPoHjsj1zAMwzAMwzAMwzAMwzAMQzmxWuSa9tkwDMMwDMMwDMMwDMMwjD5Q61ipWBW5QJklMQncd1/5+3Pm4MEHh2/Pnu1+q549VnGM+4wZwCOPDN+fOdP9+p754pGzePFinHTSSTj44IMBAHffPexmjTXc7/33Dz9bddXyeOd43dx77/DDuXNx2GGHYa+99sL8+fP9nsPFP3/PG1ZVOXp44IHheyuv7I9PmZs67orpmO69peVVVmlmzHC/FRWj7Hb2CEuWDN+fNcv9+rKv6pnPvzbpLavPQFanb7pp+MH667vfm28efrbeet425+OKK4bvPfvZ7veEE4afve51wMknD9/fc8/he4PtsQpfOeKWW4YfrLtupbuZM8vbDuDaTx05kpOXa1nTBoC5c4Ebbxy+v+GG5e8X+c53hu/tvz9wXMnmu332mYrPSSedVFueAMBdd5XfnzcP5XJ/zhyvf56uwk+LsNqkF0BlIfvkmU8+tukrfPKibR9YhU/+VNb3tUu+53SrOxZ0XOkFXJq9aaoQuFWbnkj4+4oCQ/KnIiJe7zyZUVlnPJFvMx7wyseB94vpbdMHeocWNfO9iC+9Pu+qnvn6OW/cqzKj5WDVG1bFQ19664zPBuWhr434wqqMu6cRt/IP1VnolQmeTrpNn+8Lq7J+ejK37dhyOkr7uxaBeZupJ4JVj7zyp0W/nvczQ6y9dvmAZd489+sbF1fh68w8FaMqD71zohb+efs5T9lXFmPLeuurM1XN0TeW9o4hKhz6RHHbOl2k2D/6/GuTT23HdFXyxzvO9kS+zfixbZ9fNT739WVN4rd0XOupTG3qbd3x1BAtGrE3vWMvrObufG2uTT/ny1tvG247wBiB5Ub2wRg7RaGiiSaTtpNOOil8hAKxePHipX83Sa+28mpDaumtQ+zp1dgemyg1i+0xVlJLbxOaytvU0Cp/Qo0HtKU3r5+NF2GMUlovahletOSnle94SW08YPjR1j/mxNreQ8srjfMvo1+YIlcZXQiVtsSo5Gua3lEmnTF2Yk3Rlt7Qg1xt6W2KtvaYk9qiUCrpbUpq6W2KZvkTYjygLb3F+qkhPrGjrXz7hIb8tPIdL9Y/GkU0ty9t8alLF0pcbfMvo1+YIlcRsa8MaetkQlsCaUtvaLSlN7X63BTN8Y9xUagpTZVA2tLb5SKJBrRZPmluv3VoGn9t6dVWP/uApvI1xo+V7/gw+WMU0dY/9oUulLgaykvb+NYYH6bIVUTMK0PaLIlDK2W1Ceku0JTeLga5MW+H19Ye2/ivrb41fT/mRaHUFkk0Wj5pyp+r34SDAAAgAElEQVSmtClfTenVVj/7guVnP2m68yR2Uhv/GJPF6oOfUdpjKkpcbePbJmibX4emaXpNkauImFeGNFkSd6GU1SSku0JLervqJGPeDq+pPbb1X4sSWqP8CUnsi36jxEcTWvKnDW3KV0t6tdXPPmH52T+a7jyJndjHP0Z8WH2oJrX5V1O0jW9Dz79ip016TZGriBiVuKFX4ruwbGtjealFSIemKHQ1pLfLQW6M2+FztLTHNmhSQmuTP6HRtuiXsuWTtvg0oU1+akmv1vpgGNrQOv4JRezjHyNOrD6Uo1X+aCkvbePb0POv2GmbXlPk9pgulLghV+K7Uoq0sbzUIBRDo3ElTGOnpCU+RbS0xzZoUUJrkz+h0Va+ZvkUF9oW/dqiZZHBMEYh5UWwEGjrH410iLE+pCx/NMRHW/50Mf+KmVHSa4rcHpPimbuhLIFsZUgHWoS6dTLj9z9HgxI6tPzRpvRK0dI9pfYbGo2Lfm3RsMhgGKNgi2DjRVv/aBiaiV3+9GGRVpN87mr+FSujptcUuT0mxTN3Y02vJjSnV0t8tOZPKDQdd9DW/y6OO4hVCaSpPpvlU1xoXfQLRWrpNeJCq5FFzKSWXsNoS+zyR+P4vA1a5FWX869YGTW9psjtMTErNbU04tQGramlty2p5U+slv2AruMOtCqBtNRns3yKi9T6i9TSG5o+WD5pQpuRRV/K19q7YUyPNvnTFK3j8zZokVea5l9aGTW9E1fkklyD5G+z6y8kby38v8Kk4zdJtA2CUpxkpzZoTS29TdC2Hb5LUlsUijm9bdASH635owFt8ja17Y2a22+M9MXySQva+tM+la+1d0MbqfaPMe80ThEt8y/NjJreiStyReRuEXmOiDwHwDcBfDn/X0QennT8JoXGQVCKSr7UBq2ppbcusadXW3tMbVHIBon1sPwpR6P8CTkeiD29hp8+WT5pQVN/auVrGOFIuX+MUYmrbf7VJTZeCs/EFbnGMFoHQako+ZpaXmotrzaklt46xJ5eje0xtUWh1NLbhJQt3eugVf6EGg9oS29eP02JOx5sUSsMWvLTyne8pDYeMPxo6x9zYm3vXShxtc2/jH4RjSKX5IEkF5FctHDhwklHJxiaV4ZiVPKFtgRKbdCqLb2hB7na0tsUbe0xJ7VFoVTS25TU0tsUzfInxHhAW3qL9VNDfGJHW/n2CQ35aeU7Xqx/NIpobl/a4lMXO3PXiJ1oFLkislBEFojIggMPPHDS0QlC7CtD2jqZ0JZA2tIbGm3pTa0+N0Vz/GNcFGpKUyWQtvR2uUiiAW2WT5rbbx2axl9berXVzz6gqXyN8WPlOz5M/hhFtPWPfSGVM3e1jW+N8RGNIjcFYl4Z0mZJHFopq01Id4Gm9HYxyI15O7y29tjGf231ren7MS8KpbZIotHySVP+NKVN+WpKr7b62RcsP/tJ050nsZPa+MeYLFYf/IzSHlNR4mob3zZB2/w6NE3Ta4pcRcS8MqTJkrgLpawmId0VWtLbVScZ83Z4Te2xrf9alNAa5U9IYl/0GyU+mtCSP21oU75a0qutfvYJy8/+0XTnSezEPv4x4sPqQzWpzb+aom18G3r+FTtt0muKXEXEqMQNvRLfhWVbG8tLLUI6NEWhqyG9XQ5yY9wOn6OlPbZBkxJam/wJjbZFv5Qtn7TFpwlt8lNLerXWB8PQhtbxTyhiH/8YcWL1oRyt8kdLeWkb34aef8VO2/SqUuSKyCEi8oVJx6MvdKHEDbkS35VSpI3lpQahGBqNK2EaOyUt8SmipT22QYsSWpv8CY228jXLp7jQtujXFi2LDIYxCikvgoVAW/9opEOM9SFl+aMhPtryp4v5V8yMkl5VilxjvKR45m4oSyBbGdKBFqFuncz4/c/RoIQOLX+0Kb1StHRPqf2GRuOiX1s0LDIYxijYIth40dY/GoZmYpc/fVik1SSfu5p/xcqo6TVFbo9J8czdWNOrCc3p1RIfrfkTCk3HHbT1v4vjDmJVAmmqz2b5FBdaF/1CkVp6jbjQamQRM6ml1zDaErv80Tg+b4MWedXl/CtWRk2vKXJ7TMxKTS2NOLVBa2rpbUtq+ROrZT+g67gDrUogLfXZLJ/iIrX+IrX0hqYPlk+a0GZk0ZfytfZuGNOjTf40Rev4vA1a5JWm+ZdWRk2vKXIVo20QlOIkO7VBa2rpbYK27fBdktqiUMzpbYOW+GjNHw1ok7epbW/U3H5jpC+WT1rQ1p/2qXytvRvaSLV/jHmncYpomX9pZtT0miJXKRoHQSkq+VIbtKaW3rrEnl5t7TG1RSEbJNbD8qccjfIn5Hgg9vQafvpk+aQFTf2pla9hhCPl/jFGJa62+VeX2HgpPKbIVYjWQVAqSr6mlpday6sNqaW3DrGnV2N7TG1RKLX0NiFlS/c6aJU/ocYD2tKb109T4o4HW9QKg5b8tPIdL6mNBww/2vrHnFjbexdKXG3zL6NfmCJXGZpXhmJU8oW2BEpt0KotvaEHudrS2xRt7TEntUWhVNLblNTS2xTN8ifEeEBbeov1U0N8Ykdb+fYJDflp5TterH80imhuX9riUxc7c9eIHVPkKiL2lSFtnUxoSyBt6Q2NtvSmVp+bojn+MS4KNaWpEkhbertcJNGANssnze23Dk3jry292upnH9BUvsb4sfIdHyZ/jCLa+se+kMqZu9rGt8b4MEWuImJeGdJmSRxaKatNSHeBpvR2MciNeTu8tvbYxn9t9a3p+zEvCqW2SKLR8klT/jSlTflqSq+2+tkXLD/7SdOdJ7GT2vjHmCxWH/yM0h5TUeJqG982Qdv8OjRN00sRCROTsEQZacMwDMMwDMMwDMMwDMMwjAFY56XlQ8ciFGX6ZxK4//7y91ddFcCSJcMPZs0CADz22PCjGTPK7+fPfCxevLiRZefBBx9cnaiS95dZ6aly9+CD5YHOnu2P1F13Dd+bN6/8fv7sgQeG76+88tCtZdLroawcV101++ORR4YfzpzpfsvSPF1677hj+N6aa/qfXXttuV+bbOKPw733Dj+bO9dfz3zpraq4vkeedoCbbx5+tt56AGpVz+H6ecstw47WXbf6/aqA8sA8eXHyycOP9txzKpyy9njaacNudt3V/R5zzPCzffd1v5XV3dPmfNleSVl9AYC5c/3uvA1oimJ7vOGGYSdPf7r7PeOM4WeveIU/CmULwLmB6imnDD/bYw/3+7OfDT976UvLw8jL1Stvr7lm+N5mm/n7iltvHX6w9tru11enb799+Nlaa1XLVAC47LLhZ1tt5Q2rrBkAWVPwyZ+qdN19d7mHa6wB3Hff8P05c9yvr1JXpdkXvzbyrMBg/+ITnZVtpCxNADBrlt/SoiovTj213L/dd/e3U9+zqrB8CW4hgHzp9fYHVQ89eesdQ3gKv8qZt7546mBV1L3++TKjymFZxIHpI18Vd1/e+vzzNpJlyeWszztvvaiog76o+wJrY/lUR47kFPuVSne+dtqyTlfhHd5WPDzssMMa7SzK36sUF77Ox1P43uRW1UFfZWrTj3grWjUtigpAdf30NbnKZz757auDdQbug/giWBWWr15UzHsANOqXao33Bt4vjgeqot5m2gigsmL4sqJVeyybhwJT89TC+3Xm10C7NLepZr70eqtmVR0sG48CU2PSKioC8829a06j6gbVsuG3a8Jt3Hjn3m37sjYVbVwJzt35/GsQ1tL26Etvm3xqW9Ey7GiFMVI0hw5xJqI2c/2mdLEdvgmpmeuHRvPxFDG2l6aE3v6vjeJ2oRTK1/DTRX2Ouf9tQ2rpNarRuD0z5PFHGtPbBvvQ5mSIfb6mjabjPa3j21DtMfb0xo7pE/qN5v7RFLljYhShq0HpFVoIaRvUaG6UMdKmfDXVB22EnnRqa49N0TpoNSZDV/U51vbSlFz+pJJew49WeZuKUmSU8XnMSq+YiXl8pY0+GT2lZuSlLT4hiF2fYEpoP9r7R1PkjoEuhG4XH0ILhbZORnujjI225aulPmgj9KTTFoWMPmGW/ePFLN2NIprlbQpKkdTG57Fji2DjxYyexvt+m/gY1WjTJ6S280Rbe5wEY1PkkpxJcguSzxiXnzHQlVI2tBJXy3ZUa5Tx0TY/Lf+HCT3p7GLQZ5NOo0usPowPbZMSY7LELm+19Y9NCd0etaU3dmJfBNOmtDOjp+mx42WqSU2fENoISBsa2+MkaKzIJflakieSXL1wb0MA1wBYBOB3JH9IMtoPqdWlS0vE0EpcDdtRrVHGieXneOhi0tnFINcmnUaXWH0YD9a+jEFirg/a+semdNEeNaVXG22VXqYUGQ9dzq+bxicUIdNrSr4w/muRn33YedL0fZtvOtpY5B4AYGMRuadw74sAngbgHABXAtgdwP6jR083bVfCNFSKLitpiO1vTYmpUcZGjPmZquVBF4NcDZNObeVrhCNG+aMN6x+NMmKtD9qUQE3pYucMoCe92hhF6RVjfmpU2mmaX2szeioSYn7dlfwJhValeyj6svOk6fta5puTpo0id1MAl+b/kHwCgJcDOFFEXgzguQCuQwKKXC2Wpm3QVEmtURpd0pf2aJb9/vgYhlEPWyQxyoh1vBTzcU9dKFFi3v4fGm1Kr9Bojb+W8V6XSk0N4/Mu5U8ItM1HQtOnnSdN30+hfOvQRpE7D8Dthf+fD2B5AMcDgIg8AuDnADYcOXbK0WBp2hYtldQapdElfWqPWupzSpb9hlGkL0pNLZNmwxiFPliaxnz8UexoU3qFRnP8tYz3UlNqxix/tO00Dk2KO09SKt+6tFHk3g9gTuH/HQAIgPML9x4CsOoI8eoFsXeSXWCN0sjpcruNtvqgLT5N0JKfmsvX6B99UmpqmTQbRlv6Ymka8/FHMRNaqaBt0S/2+hC7EZBWJXTM8ifm+tyGFHeepFS+dWmjyL0BwC4kZ5FcAcBeAK4Ukb8W3lkPwJ3jiGCsxH7GTFdYo+wnTeunxpVpox4a8tPK1+iS1JSa1r4MzfSpPcaqRIkdTR+a6oKY60PslpealdCppTdmYk5vzEpobbRR5C4EsAGcQvfa7O9vD7yzDYBr6nhGck2Sx5L8I8nLSP6a5B4t4qWKkCu1GgcFTQh9JpAxWZrWT60r06nQh0UhK18jJ2XL/hCkll4jLqx++rH8qYeWD011Rcz1wSyh/f7naCjf2JXumok5vTHLH200VuSKyHcBfB7ASnBHLHw9uwAAJHcGMB/AOdP5RZIAfgTgPBHZQES2ArA3gHWaxksboVZqtQ4K6hK7Etrw07R+2krtZIm9PfbhTERjfJhl/3hJLb2Gn5SVIrESs9KrS2K2RGyDtvjUoel4T+P4NjUjL63135gsMdYHrf1jG4tciMiHReSJ2fUeEZHC4/MBzAVweA2vdgbwsIh8s+D3zSLytTbxmjRNV8K0Kr1CoU0JrbVRxkrT+mkrteOl7aBPS3tsSnHQmkL5Gn7Msn/8pJZeo5rYlQR9UIq0IWalV8zEPl/TRtPxntbxbWpGXqnUf9Mn9BvN/WMrRa4PEXlYRO4TkUdrvL4ZgN/U8ZfkgSQXkVy0cOHC0SIZgFGErgalV2rbUTU3yhhpU76a6oM2Qk86tbXHpmgdtBqTwSz7x4tZuhtFtMrbVJQio4zPY1Z6xUzM4ytt9MnoKTUjL23xCUHs+gRTQvvR3j+2VuSSfBbJz5M8leQvCvfnk3wtybkt/PxvkleQvHTwmYgsFJEFIrLgwAMPbBvtIHQhdEMrcVPajqq9UcZG2/LVUh+0EXrSaYtCRp8wy/7xYpbuRhHN8jYFpUhq4/PYsUWw8WJGT+N9v018jGq06RNS23mirT1OglaKXJKfhLOk/QCAXQHsNODncQDeUMOrawBsmf8jIu8E8CIA89rEaxJ0pZQNrcTVsh3VGmV82Ncnx0foSWcXgz6bdBpdYvVhfGiblBiTJXZ5q61/bEro9qgtvbET+yKYNqWdGT1Njx0vU01q+oTQRkDa0NgeJ0FjRS7JvQF8FMDPATwHwOeKz0XkjwAWAdithndnA1iR5NsL91ZqGqdJ0aUlYmglrobtqNYo48Tyczx0MensYpBrk06jS6w+jAdrX8YgMdcHbf1jU7poj5rSq422Si9TioyHLufXTeMTipDpNSVfGP+1yM8+7Dxp+r7NNx1tLHLfDeAPAHYXkSsBPFzyzrUAnj6dR9lH0l4FYAeSN5G8BMB3AXywRbw6p+1KmIZK0WUlDbH9rSkxNcrYiDE/U7U86GKQq2HSqa18jXDEKH+0Yf2jUUas9UGbEqgpXeycAfSkVxujKL1izE+NSjtN82ttRk9FQsyvu5I/odCqdA9FX3aeNH1fy3xz0rRR5G4O4GciUqbAzbkNwJp1PBOR20VkbxFZX0SeKyI7icgJLeLVOVosTdugqZJaozS6pC/t0Sz7/fExDKMetkhilBHreCnm4566UKLEvP0/NNqUXqHRGn8t470ulZoaxuddyp8QaJuPhKZPO0+avp9C+dahjSKXAB6f5p01ATzUwu+o0GBp2hYtldQapdElfWqPWupzSpb9hlGkL0pNLZNmwxiFPliaxnz8UexoU3qFRnP8tYz3UlNqxix/tO00Dk2KO09SKt+6tFHk3gBg26qHJGcAeAHch8ySJvZOsgusURo5XW630VYftMWnCVryU3P5Gv2jT0pNLZNmw2hLXyxNYz7+KGZCKxW0LfrFXh9iNwLSqoSOWf7EXJ/bkOLOk5TKty5tFLknAtiS5Psrnv8HgKcBOLZ1rHpA7GfMdIU1yn7StH5qXJk26qEhP618jS5JTalp7cvQTJ/aY6xKlNjR9KGpLoi5PsRuealZCZ1aemMm5vTGrITWRhtF7uEArgBwKMmLAewCACS/kP3/CQAXAVg4tlhGSMiVWo2DgiaEPhPImCxN66fWlelU6MOikJWvkZOyZX8IUkuvERdWP/1Y/tRDy4emuiLm+mCW0H7/czSUb+xKd83EnN6Y5Y82GityReRBADsB+B6ALQE8F+7c3PcB2ArA9wG8TEQeHWM8oyPUSq3WQUFdYldCG36a1k9bqZ0ssbfHPpyJaIwPs+wfL6ml1/CTslIkVmJWenVJzJaIbdAWnzo0He9pHN+mZuSltf4bkyXG+qC1f2xjkQsRuU9E9oP7qNkuAN4AYFcAa4nIm0Tk/vFFMR6aroRpVXqFQpsSWmujjJWm9dNWasdL20GflvbYlOKgNYXyNfyYZf/4SS29RjWxKwn6oBRpQ8xKr5iJfb6mjabjPa3j29SMvFKp/6ZP6Dea+8dWitwcEblHRH4mIseKyBkicte4IhYbowhdDUqv1Lajam6UMdKmfDXVB22EnnRqa49N0TpoNSaDWfaPF7N0N4polbepKEVGGZ/HrPSKmZjHV9rok9FTakZe2uITgtj1CaaE9qO9fxxJkVuE5MYk30vyIJJzxuVvDHQhdEMrcVPajqq9UcZG2/LVUh+0EXrSaYtCRp8wy/7xYpbuRhHN8jYFpUhq4/PYsUWw8WJGT+N9v018jGq06RNS23mirT1OAopIMwfkxwC8HcBmInJPdu/FAE4DsEL22mIAzxWRu8cX1WVoFmnDMAzDMAzDMAzDMAzDMAydsM5LbSxydwFwXa7EzfgcnHL14wD+B8D6AN7Twm/DMAzDMAzDMAzDMAzDMAxjgDYWubcDOEVE3pH9vzaAWwB8SUT+Pbv3CwBPEpFnjTm+OYK7So7jnTdv6Z9l5tBlSSWr3wcALFlSHoNZs4BHHhm+P3PmtGGVeTlrFvDYY8P3Z8xwv/feO/xs7typv0vj74u7L4K33jr8bO21yyORR8RXHg88MPxs5ZXd74MPDj+bPbs6k6bz7777hp/NmQPsuuvwfQA47TTg/pJv8626qj9+ZffzZ764ZwyVl6esfPWiMn4ADjvssObbAXx5UVHGZfFbGsdrrx1+sMkmAKqLCqhuj76sPeec4Wc77eR+y3aO7LWXK/5B8qpS5QaAN12V8b/jjmE3a67pfm+8cfjZhhuWyxjAyRlfWVVUmrKmA0w1n5w8/gcffDAA4NJLh91svbX7/da3hp+9+c3AcccN399nH/d78snDz/bc0/1ec83ws802Ay6/vDzuW2wB4LvfHX7wpje53xtuGH729KeXikAgE4O+isaSRdLcs6pyPPLI4ftvfav79dWl228ffrbWWkO3iuXl6ZaqZbtPnqHd9qIq+ePretr0FV7/MkrjXyU7y9oV4NqWr154BfVwfObPn9+636wMypd/PvlT5aFP/vjSW1EJl6a7jDoFWUFp+fr8a/GsRre+THya9LuN2leTiNTx3ycwqtpIy7Jq5cw3UKiq776xqqffrNuEB/vH6ag9Pp81y98v+bi7ZAPkGmuU38+fecaPRZZJr08m+MrKRwPZmdNkfJu3R1/eeutmVbrKxhYA8PSne+VtC9HZKr0+fN2cl6p6Nk18mo4fvEMSj8yqU5WaxKdVlfZUNG89q0qXrw375LcvM372s+FnL31pm+7FUSFLfOKibj9ZW/606WA8ZeXLPt+zKrHaKr0evHNvX8X1ThLKaS1/qjLKV1a+cWyLvqKN/PGpz8r8X+qvb15eFZ/qNAWzyJ0LoGiNux2cNe7phXuXAXhqC7/HQptC034Gho8YzvAwpuiqvEJ9zTk0sdfnPsXf0E/o8mpbn7XUf23tMfYzyUYh1Bl+MZdvF/HXlD+x01TeaqufTdE6Hgj1oTutxJzepme+hiT29tgnmp4BHDsxpjdvjyZ/qt+f9HivjSL3LgBrF/7fCcAjAC4u3Fuhpd8jE/uksw3WKcVDl4OIFISuNmIfJMYe/9TQpgQqDoI01B9t9VnbIL0PxFy+oetn00mY4adpeXVVvqHQKD9zYlSKjEKM6dWmBIq9PWojNfkTGm3pLbZHkz/V7096vNdG2fpbALuRfCbJpwF4HYDzRaRoTD4fQMme0PC0zSQNjaYtWhq9MT0ahbQWoZujJX/aoKl8m6JtEGH40WjZb4tC1Vj7CoOW/NSo5GsyCdOGNqVIm/LqqnxDoE3ppcHySTPa0qtRCRRze9RGavInNFrb76SVlG0JLX80jQfaKHIPBTAHwBUAfp/9/cX8IckVAewIYNEY4tcYLZWoS1JLb8xoqZ/ahG4RbfFpgsb8rIvW+mAMo9Wy3xaFytEsb2OkD5bfXWz309Ye66JRKaJpp19qSq/YlQqh0ab00lpeJm/HQ2rypwtiPn5Em7wNLX/apjdU/jRW5IrIrwC8EsCPAJwC4DUi8tPCK9sCWJw96xwNlcgwqtBQP7UJ3T4Rc35afYgHTe1XszzREB/N+aOB0JZ5XdBmEtbFdj8N9a0vShEtx8toU3o1JWbLJ63EfAak1kXpumiTt6FJTf50hZadb7HL2y7kj7ad/63OsRWRM0VkTxF5jYicMvDsbBHZQkR+MJ4oGoYxTjQJXUMPVh/iQUv7TW0S0wbLn2pCW+Z1RZtJWAhLd23tsU9KkVgn2W3RoITWZvmklZjPgNTU3mOXt6Hp0vJbg/wJTdP0hh7/xC5vu5I/WtKbM5EPkhmG0T1NLYEMw9CJlvaraTuYVkzeltOnSbMGpay2/OlT+dahi0WGvuRPiEl2aCWQNkIrgVJTuseuhO6CmI870Na/aFzkjFnedil/NKS3yEiKXJLrkNyG5PZl17giOQlSnXQa/aSpJZA2rD0ahj60bAfTTIzyNjSxKymbom27X+j+1Mo3DLHmDxDW8im1/iW0Eig1pXvsSuiuiPm4A039i9ZFzpjlbczyZ1RaKXJJvoTkNQBuBnAhgHMqLhU0HbRqrKRNMKWXUaSLTjIk1h4NQw/atoMZcRG7krIp2rb7abR80jTJbkqXSugY8ycnlOVTav1LF0qgmOVPG7SdeamV0EpcDUrK0GjuH2OWtzHLn1FprMgluQ2A0wGsBuDrAAjgPABHArgu+/80AJ8cXzTbM8rKZYz0sZL2GW2WMdqw9mgYetC4HawJ2pR8qRHa8kmjvA35IbQiWiZhqVm2xbzI0CUxK4G0oE0pW0SL/GnCKPLWGJ3UFsFit/zWLG9jlj+j0sYi98MAHgKwtYi8J7t3joi8DcAzAXwKwIsB1P7YGcknkzye5I0kf0fyJyQ3ahG3ZdBqvh4KbZXU8KPRMkYTfYp/jKQ86YyRLheFmr6vof1qVPKlRkjLJ63yNtSH0Jqi2fJJg3xoSlMlUOzyR9t4QFv/EpoulUAxy5+m8QHilD99ILVFsJi3/2trv03RFv9xjgfaKHKfD+DHInLboD/i+DiAawF8oo5nJAngFADnisiGIrIpnLJ4zRZxW0rTQtNWyE2JPf6podUyRgux1+e+xN+IA42LQprqvzYlXx8mJW3o4ow9LfUtR4MSOjXLp9A0VQJpkz9N0TgeMCVQNaYEqh8fY3KksgiWE3N6Y5a3oeVP0/SOW/60UeTOAfCnwv8PA1h54J0LANT92NlOAB4RkW/mN0TktyLyqxZxAxD/pLMp2jpJw482y5jUhG5o+hR/Qz9alUBa6r+29qhxkN4VqShxtR0/oil/Yif2nQlN0ToeiFkp0oaY06tJCRR7e+wTKSyCFYkxvX3YeRJS/mgY77VR5N4JYO7A/xsOvDMTwOya/j0TwGXTvUTyQJKLSC5auHBh5XuxTzrbYJ1SPGizjIld6Goj9kFi7PFPDW1KILMEqh8fYzzEXL5dWYpoyZ/YaVpe2iyB2vivrX3lxKgUGYUY06tNCRR7e9RGavInNNrSW2yPJn+q35/0eK+NIvd6LKu4vQjAv+Rn2pJ8MoA9AdwwevSmEJGFIrJARBYceOCBle+FPINNK1oavTE9GoW0FqGboyV/2qCpfJuibRBh+NFo2W+LQtVY+wqDlvzUqOSL+QxIbUqRNuXVVfmGQJvSS4Plk2a0pVejEijm9qiN1ORPaLS230krKdsSWv5oGg+0UeSeCWAHkqtn/38Fzvr2cpKXAgFQiVkAACAASURBVLgOwDwAh9f07xoAW7WIRylaKlGXpJbemNFSP7UJ3SLa4tMEjflZF631wRhGq2W/LQqVo1nexkgfLL+72O6nrT3WRaNSRNNOv9SUXrErFUKjTemltbxM3o6H1ORPF8R8/Ig2eRta/rRNb6j8aaPIPQLu/NtHAEBELgCwF4Cb4I5JuB3A20Xkf2v6dzaAWSTfmt8guTXJHVrETUUlMowqNNRPbUK3T8Scn1Yf4kFT+9UsTzTER3P+aCC0ZV4XtJmEdbHdT0N964tSRMvxMtqUXk2J2fJJKzGfAal1Ubou2uRtaFKTP12hZedb7PK2C/mjbed/Y0WuiPxdRC4WkfsL904RkWeKyGwR2UREqg+xHfZPAOwBdzzDjSSvAXAIgNuaxs0wjOnRJHQNPVh9iAct7Te1SUwbLH+qCW2Z1xVtJmEhLN21tcc+KUVinWS3RYMSWpvlk1ZiPgNSU3uPXd6GpkvLbw3yJzRN0xt6/BO7vO1K/mhJb04bi1wAAMlVSL6R5JdIfiv7fQPJVZr6JSK3ichrRWRDEdlMRF4hImM9Y9cwUqepJZBhGDrR0n41bQfTisnbcvo0adaglNWWP30q3zp0scjQl/wJMckOrQTSRmglUGpK99iV0F0Q83EH2voXjYucMcvbLuWPhvQWaaXIJbkXgJsBHA3g3wDsn/1+F8DNJF8zrghOilQnnUY/aWoJpA1rj4ahDy3bwTQTo7wNTexKyqZo2+4Xuj+18g1DrPkDhLV8Sq1/Ca0ESk3pHrsSuitiPu5AU/+idZEzZnkbs/wZlcaKXJL/AuA4AKsC+F84Je4u2e/3svvHkXzxGOM5Ek0HrRoraRNM6WUU6aKTDIm1R8PQg7btYEZcxK6kbIq27X4aLZ80TbKb0qUSOsb8yQll+ZRa/9KFEihm+dMGbWdeaiW0EleDkjI0mvvHmOVtzPJnVNpY5H4MwBIAzxOR/UXkuyLys+x3PwDbwn0I7WNjjGdrRlm5jJE+VtI+o80yRhvWHg1DDxq3gzVBm5IvNUJbPmmUtyE/hFZEyyQsNcu2mBcZuiRmJZAWtClli2iRP00YRd4ao5PaIljslt+a5W3M8mdU2ihytwBwgoj8puyhiCwCcCKALUeJ2DjQar4eCm2V1PCj0TJGE32Kf4ykPOmMkS4XhZq+r6H9alTypUZIyyet8jbUh9CaotnySYN8aEpTJVDs8kfbeEBb/xKaLpVAMcufpvEB4pQ/fSC1RbCYt/9ra79N0Rb/cY4H2ihylwC4fZp3bsvemxhNC01bITcl9vinhlbLGC3EXp/7En8jDjQuCmmq/9qUfH2YlLShizP2tNS3HA1K6NQsn0LTVAmkTf40ReN4wJRA1ZgSqH58jMmRyiJYTszpjVnehpY/TdM7bvnTRpH7KwAvmOad7QCc18LvsRD7pLMp2jpJw482y5jUhG5o+hR/Qz9alUBa6r+29qhxkN4VqShxtR0/oil/Yif2nQlN0ToeiFkp0oaY06tJCRR7e+wTKSyCFYkxvX3YeRJS/mgY77VR5H4QwOYkP09y5eIDkiuTPBTAMwF8aBwRbErsk842WKcUD9osY2IXutqIfZAYe/xTQ5sSyCyB6sfHGA8xl29XliJa8id2mpaXNkugNv5ra185MSpFRiHG9GpTAsXeHrWRmvwJjbb0FtujyZ/q9yc93ptWkUvy28ULTpF7JYCDAdxC8hckjyH5CwC3AHh/9vwDY4tlA0KewaYVLY3emB6NQlqL0M3Rkj9t0FS+TdE2iDD8aLTst0Whaqx9hUFLfmpU8sV8BqQ2pUib8uqqfEOgTemlwfJJM9rSq1EJFHN71EZq8ic0WtvvpJWUbQktfzSNBygi/hfIx1v6LSIyo6Xbaf0O5K9hGIZhGIZhGIZhGIZhGEaXsM5Ly9d4Z/0RI2IYhmEYhmEYhmEYhmEYhmGMwLQWuUpZGulB8+YlS8odzJpV/n7O/fcPu1l11WnMp8sCywK6777hR3PmuN977x1+Nncu8Mgjw/dnzvTHz/uszMPMU59/hx12WHl6yxxlDsuqEfO1BE8+3X338KM11vDnn5fHHhu+N2OGv16cdtrwg113db8PPjj8bPZsb94WyevPwQcf7Pdv4P1xbM+synZvFHwVo6KQa2bFEHfcMXxvzTWBW24pf3/ddf1txMcxxwzf23ff4XuLFy9emo8+N5ddNvxsq63Kqx8AzJgx5X9ZeVXVd1/53nXXsJt586Z5WCZ8AGDuXFx++fDtLbaYPrDvfW/40Rvf6H6r4u9zg+OOG364zz7AQQeVx/2II3DBBcO3t9su+6NKyHh44IHheyuvPHyvtsOqyg40EnZL62db+VOFp+L68sInLirFfoWMBtCqgXv7Hl8j8cWjgmnEdyllRQ9MFX+RovypkxXj6i+q0lXWdICs+Xj69cq8vemmcg/XX9+fYE8h+4qxzfa3qqB8Ze+LQ9Uz35ikVT/nkwme/Ksc7wGV7or1tFY88shXZEbVNITT2KNU5a2vH/alt0XU/WLE10ZQUT/LKhrgKptPGFdF3lfRfMKz6pnPP1/8psmLMnzRa9PmBlmmf/Q08Mp64ROQVRO96aiKvM+/FnEvKyrAFVeLrtE7P/QWfUUEvUMcX8VoU46eCPrGOK0GirfeOnxv7bUBVA8FffLRlxXT9SOl8sdT+N7kVrjzzol8Fa0qYW0r7kc+MvzsM5/x5q13/ODJ3Moq6BtEeOYBVY98XUUr+egrLI+H3nrWpuP0VOrKRz6B0SYsT8XwzjkKDM2/moTlPKxlkdvmY2dq6OJMMk1nfnRFaukNRcxnrvSB0GewNSW18tV2ZlLsjHJGoNE92s6ATK09ppbettg3JSaD1c/JYv2j0SV2Jmt8WP4Ybemyf4lWkduVUiTFRpxaekPQ1SQ7xfpZB41Kr9TK1wZB4yP2Dw/ETpdK2abvp7Ao1Iam/W+qpFIfcrSkN7X22ITQ7VFb/5iy/EmB0EYibdBU/7Vi+WO0oev+JVpFbldKEWvE+tE2CAo9yS6m1+rnMFqVXqnJn1QGQdomndomqbHTF6VsavWhaXuJFW3jn9D0Jb2ptce6aNwZFRKTP/1Gq+W3lvqvGcsfoymT6F+iVeSmphQxytE4CAo5ydaY3iakrPRKTf7EmN7UjuOwSZif0ErZ0DsxUl70a5r/MRL7eKApfUpvau2xDqHbo1YlrsmffqKtvhXRFh/D6AOTaO/RKnJNCBlaB0GhFhm0prcusSu9jH6T2nEcsU/C+rAo1Fb+pFC+odE8ya5D7OOBpqSW3tTooj1qau8mf/pN7OVrGEZzJtHeo1XkGmmjuZMMER/N6a1D7Eovo9+kdhxH7JOwviwKhao/sZdvaPrUn2qIv7ZFFSMuNPenIYi9Psce/9BY/hhGmkyivZsitwWpbUfVlt7UOsnY06t5kB5rfhrjI7XjOPokT0L7H1opa+U7GWLOn9Dl24fjZZr6b0yWmPvTNpj86TeWP4ZhdIUpchuS2nZFjelNrZOM+czL2JVe2tDYHmMmteM4Yp+Ead5+qyE/Yy/frog5f0IrNftwvExdrD/VQcztsQ0xp9f6l+mx/Okn2ubXhgEkrshta3mQynZFrelNpZPM62fMZ17aoK+a1OSPtkFQl5aXWoi5PWq27NdCzIt+oSmmN9byBfQcxxF7e9TWn6bWHovE3B7bEHN6Y+4fuyLG/ElZ/tRB4/zaMIAeKXJDbwdLzdJFc3q1xScExfrZdLu3JjTWHw2kJn80DoJitrxsS6z1B0hv+20T+rDoF5I+pVfDcRyx77TR1p/2qX4a/UZDezHGi8kfP1rn14YBKFHkktyDpJDcuI370NvBtA36QpNaekMT2vJSc3lpi48G+lS+ddA6CIo1P5tiloj9pi+LfqFILb1NseNl9MTH6B6zRDRSxuSPH239hREXXfQvKhS5APYBcD6AvZs6DK0USbERp5bekIS2vEyxfoYktNBNrXw1x19bfOoQeueJZmIsr6akvOgXgtTS2wY7XmZyWP2cLH3qHw2jKSZ//Fj+GKPQVf8ycUUuyVUAbAfgzWioyO1CKZJiI04tvaHoYpKdYv2sizalV2rla4Og8RJ654kxXkLLn9QWhZqSWnrbYsfLTAarn5PF+kejS7RZfpv8mR7LH6MtXfYvE1fkAngVgDNF5HoA95DcsuwlkgeSXERy0cKFCztTiqTYiFNLbwi6mmSnWD/roFHplVr52iBofJjl5WTpUinb9P0UFoXaYB9+q0cq9SFHS3pTa49N0LYzKjQpy58U0Gj5ran+a8Xyx2hD1/2LBkXuPgCOz/4+Pvt/CBFZKCILRGTBgQce2JlSxBqxfrQNgkJPsovptfo5jFalV2ryJ5VBkLZJp7ZJauz0RSmbWn1I5cNv2sY/oelLelNrj3XRuDMqJCZ/+o1Wy28t9V8zlj9GUybRv0xUkUtyDQA7AziK5GIABwN4HUlO5zY1pYhRjsZBUMhJtsb0NiFlpVdq8ifG9KZ2HIdNwvyEVsqG3omR8qJf0/yPkdjHA03pU3pTa491CN0etSpxTf70E231rYi2+BhGH5hEe5+0Re5rAPyviKwnIvNFZF0ANwF4wXQOTQgZWgdBoRYZtKa3LrErvYx+k9pxHLFPwvqwKNRW/qRQvqHRPMmuQ+zjgaaklt7U6KI9amrvJn/6TezlaxhGcybR3ietyN0HwCkD904G8PoJxMWICM2dZIj4aE5vHWJXehn9JrXjOGKfhPVlUShU/Ym9fEPTp/5UQ/y1LaoYcaG5Pw1B7PU59viHxvLHMNJkEu19oopcEdlRRM4cuPdVEXn7pOJUh9S2o2pLb2qdZOzp1TxIjzU/jfGR2nEcfZInof0PrZS18p0MMedP6PLtw/EyTf03JkvM/WkbTP70G8sfwzC6YtIWudGR2nZFjelNrZOM+czL2JVe2tDYHmMmteM4Yp+Ead5+qyE/Yy/frog5f0IrNftwvExdrD/VQcztsQ0xp9f6l+mx/Okn2ubXhgEkrshta3mQynZFrelNpZPM62fMZ17aoK+a1OSPtkFQl5aXWoi5PWq27NdCzIt+oSmmN9byBfQcxxF7e9TWn6bWHovE3B7bEHN6Y+4fuyLG/ElZ/tRB4/zaMIAeKXJDbwdLzdJFc3q1xScExfrZdLu3JjTWHw2kJn80DoJitrxsS6z1B0hv+20T+rDoF5I+pVfDcRyx77TR1p/2qX4a/UZDezHGi8kfP1rn14YB9ESRG3o7mLZBX2hSS29oQlteai4vbfHRQJ/Ktw5aB0Gx5mdTzBKx3/Rl0S8UqaW3KXa8jJ74GN1jlohGypj88aOtvzDioov+JXpFbmilSIqNOLX0hiS05WWK9TMkoYVuauWrOf7a4lOH0DtPNBNjeTUl5UW/EKSW3jbY8TKTw+rnZOlT/2gYTTH548fyxxiFrvqXqBW5XShFUmzEqaU3FF1MslOsn3XRpvRKrXxtEDReQu88McZLaPmT2qJQU1JLb1vseJnJYPVzslj/aHSJNstvkz/TY/ljtKXL/iVaRW5XSpEUG3Fq6Q1BV5PsFOtnHTQqvVIrXxsEjQ+zvJwsXSplm76fwqJQG+zDb/VIpT7kaElvau2xCdp2RoUmZfmTAhotvzXVf61Y/hht6Lp/iVaR25VSxBqxfrQNgkJPsovptfo5jFalV2ryJ5VBkLZJp7ZJauz0RSmbWn1I5cNv2sY/oelLelNrj3XRuDMqJCZ/+o1Wy28t9V8zlj9GUybRv1BEOglozEQZacMwDMMwDMMwDMMwDMMwjAFY56VYLXKZXyQPKv4/6jPt/sUcd8uLePyLOe6WF/H4F3PcLS/i8S/muFteWF7E6F/Mcbe8iMe/mONueRGPfzHH3fIiHv9ijrvlxdj9q4eIRH0BWDTOZ9r9iznulhfx+Bdz3C0v4vEv5rhbXsTjX8xxt7ywvIjRv5jjbnkRj38xx93yIh7/Yo675UU8/sUcd8uLsHlRdcVqkWsYhmEYhmEYhmEYhmEYhpEMpsg1DMMwDMMwDMMwDMMwDMNQTh8UuQvH/Ey7f12Gpd2/LsNKzb8uw9LuX5dhpeZfl2Fp96/LsFLzr8uwtPvXZVja/esyrNT86zIs7f51GVZq/nUZlnb/ugwrNf+6DEu7f12GlZp/XYal3b8uw9LuXyXMzmQwDMMwDMMwDMMwDMMwDMMwlNIHi1zDMAzDMAzDMAzDMAzDMIxeY4pcwzAMwzAMwzAMwzAMwzAM5Zgi1zAMwzAMwzAMwzAMwzAMQzmmyDUMwzAMwzAMwzAMwzAMw1COKXIjgeRckquO6McqDd9fvUUY07ohuVpTfwtu55HcguTmTdMz4I/lRc8YRxvpC32RF6O0j8x9b+SF5cUyz1XkRV/oWl60qRN13GmpFxraSPbOxMcXJDee5vlyJJfL/l6B5JZN8oPkKpkbb1pJPquunyVuF5Dcg+Su06VnGn8sL6b8mXgbMXmxzHMteTHxNjJK+8jc90ZeWF4s846WvLCx1pQ/lfk4ap3I3OmvFyLS6wvAVZ5nGwP4KYAzAGwI4GgAfwNwCYBNKtwcUPh7HQBnZW4uBLCRJ6x7ABwF4EUAWDPuTwHwvwDuA/AYgD9l1yEAZrbIiz95nm0H4FoA1wDYBsDPAfwRwC0Anl/h5qOFvzcFcD2AmwAsBrCNJ6xHAfwCwJsBrFYz7ptmbv4A4GEAF2dhHQ1gjuXFSHkx8TbSpn0EaiOWF4raSJv2EaiNWF5YXpT5Z/JimnrRpk70oF5MvI20zY+O8+JVAO4AcDuA3bOwzgbwZwC7Vrj5RuHvF2R19pws/17uCeuxLE2fArBpzbjvAGBRlh/3AjgdwAUAzgWwruVFsLxIrR+xvFDURtq0jwm0EcsLy4vB+zbWGqFOxFovGmWY1gvAqyuuPQHc5XF3HoBdAewD4GYAewNgdu+sCje/Kfx9IoCD4Cyb96hyk737ewDvygrpVgBfAfC8adJ1NoAdC2n8MoCVAXwawMIKN++ruN4P4B5PWJcA2BzA8wH8FcALsvtbArigRl6cAWCX7O/nArjQE9ZVAF4J4BgAdwM4Ncv72R43FwF4RsH/72Z/vxXADywvps0L1W2kTfsYoY1YXkTSRtq0jxHaiOWF5YXJizHLizZ1IpJ6obqNtM2Plnnx1YrrawD+7gnrcgBPBrA+gL8Xwl0PwKIaeXEOgC2zvzeoclMI65kAPgM36boCwIcAzJ/Gzbzs7/UBnJL9/S8A/s/yYtq8UN1GYPJiUnmhuo2gRfsYoY1YXlhejEVeoL9jrcb1ok2diKFelF19OVrhBAC7wU2QitcrAazocbeqiJwmIscBeEREjhfHaQDm1gh3IxE5QkQeF5FTAKzuefcBEfm6iGwH18huBfANkn8k+dkKN2uIyLkAICI/BLC9iDwgIh8FsH2Fm89mcV914FoF/qM0ZorIVSLya7jJ6flZuL8BMNvjLucpIvLTzM0l07h5REROF5F94ayOjgHwWgB/JnlshZvZIvL7gv+bZ38fCbfCU4blxRTa20ib9gG0ayOWF1NobyNt2gfQT3lheTFFl3lh8mKKNvVi1DoB6KwX2tsI0N34Yn8AVwO4bOBaBGd1U4mI/EVEboKzrMnDvRn1jn57QpZvEJE/ApjhD0quFpGPiMjT4CaOTwLwK5IXVriZISJ3ZX//CW4SCBH5OYC1K9xYXkyhvY2YvJiiy7zQ3kbatA+gn/LC8mKZYDrLCxtrTdGqXoxYJwCd9WKI5eu+qJwrAXxBRK4efEDyxR53xUL50sCzFSrcrEPyq3CWNfNIzhSRR7JnMz1hMf9DRP4E4FAAh5J8BtwqRhl3kXwDnOXMnnBm7iBJVFfE3wD4kYhcNhQB8i2e+BX9+4+BZ1V5sQHJH8OlbR2SK4nIP7NndfPiQTjLoxNJzoEzhy/jRpL/CbfV9NUAfgsAJGeiuh5bXkyhvY20aR9AuzZieTGF9jbSpn0A/ZQXlheFaOR/dJAXJi+maFMv2tQJQH+90N5GgO7GF5cCuFpEhiYtJA/xxA8klxORxwEcULg3A9V5sTHJK+HSNp/kXBG5NzsLr1ZeAEsnkZeQfD+qFy4WkfwWXF7sDrflESRXQvWkzvJiCu1txORFIRr5Hx3khfY20qZ9AP2UF5YXhWCK/wTOCxtrTdGqXrSoE4D+ejGM1DTd1XwBeCGAp1Y8W+BxdxCAVUruPw3A4RVu3jRwzc3uPxnAZz1hfalFup4K1ziuBvB9AGtl99cAsGeFm2cAeGLFszU9Ye0GYKWS+xsC+ECFmx0GrlXycAC80xPWv7fIi9XgJqinw5mvr5rdn4OKbaRZXsyzvNDfRtq0j8xdmzZieTHlRrW8aNM+Mndt5YXlxVReqJWdHeeFyYsR6kWbOhFJvZhkG8njp2V8sXpZmmqEtTWAFUvuzwfwhgo36w1cM7P7TwTwak9Yr28Rv5kA3gHg63BWNjOy+7MBrGd5MW1eWD+ybF7Y+EIm3kZWyO5XtpE27SNzF5u8sLxoIDs7zgsba41QL9rUiYp6oaqNlF3MHBmGYRiGYRiGYRiGERCSTxKRO7tw15WbUdwZDpJriMjdXbjrys0o7gzDqKYXZ+SSXJ7kQSTPJHklyStI/pTk2zJz7bG5K7j5qdawPHFY2NRNW3cawiI5I8u/T5HcbuDZRz3+NXY3wbC2relmJZIfIHkwyRVJ7kfyxyQPJbmKJ36N3XXlZhR3Jf5cX/fdUd115aaOO5LPKvw9k+RHs/z7LN32jrG568rNCGG9i+QTs7+fRvI8kn8jeTHJzT1h+dw9syM3deO3YR13JH9I8g1N2lBbd5mbfVu4aRu/fUmu3MDNBiS/TfLTJFcheSTJq0meRHL+ON115WbA3acahLUcyQNInkE3HrmM5PEkd/SE09hNwd3+JE9XGtYckp8neR3Ju7Pr2uzeauN0N6Gwrm0SlicOP23qpq07DWGRfALJz5H8HsnXDzz7hse/xu60h0XyyST/h+R/k1yD5CEkryJ5Ism1PPFr7K4rNwV332gY1uoD1xpw22/nkqz8vkobdyVuVm/hJmT8Xlb4ew7Jb9HNcY8luaYnrKK71eq4G4ObtvGr5Y5OrubjswUk/wjgYpI3k9zBE1Zjd125GSGs39CN1Tes8ndc7rpyM+BugwZuFpA8h+T3Sa5L8uck7yN5KcktWrh5TsuwSt21id8I6VqF5CdJXpO9exfJi0ju5wmnsZsJhnV1E3dD/vTBIpfkcQD+BuC7AP6c3V4Hbmvi6iLyunG50x4WqztcArhCRNapiF9jd9rDInkUgJXgvuT4RgC/FJH3Zc9+IyJbVsSvsTvtYZE8EcAtcCb7zwBwLdy22l0BPFlE3lgRv8buunIzQlj3A8gFX362zUoA/gl3aPkTKsJq7K7gpniGTl03bePXJKyl9YXkF+G2VX8H7oyjNUTkXyvCauyuKzcjhHWNiGyW/X0GgKNE5BQ6Zc5nxH1Mqiysxu66cjNCWLcC+DWAnQH8AsBxAM4QEe8HJ9q468rNCGGdl703B8Ab4OrRiQBeAmBfEdl5XO66cjNCWN8BcDNc3r0G7mvAvwLwQQCnisjXxuEmkrB+Bne+8HdF5C/ZvSfDjc9eLCL/UhFWY3fawyJZOr6B64tOF5Eq5VZjd9rDInkygBvgvs59AIBH4LZeLplmLNjYnfawSJ4J9xX0lQG8Hu6DOMfBnQf4YhHZvSJ+jd115WaEsB6HkzFF1oGb24mIlCp52rjrys0IYRXHZ0cB+AuAI+HOzNxBRErP2Gzjris3I4R1lYhsnv19DtwW+EtJbgTgWBFZUBFWY3dduRkhrJsAnAz30ay/wLWpE0TktrIwRnHXlZsRwroEwMcxdRTBe0XkByRfBODTIvL8cbiJJKxTAZwCNz57LZzcPR7ARwHcKiIfHoebGMIqRVqc66DtAvB7z7Prx+lOe1gAHgPwRwA3Fa78/4c9/jV2pz0sAFcW/l4ewEIAPwQwC8Dlnvg1dqc9LAC/zX6J/9/evUdJV1Z3Hv/+AIU4KhpQIIoLEnXUjHdE1iByUZEo3pYxjo5GcSE4iIhXVNR4WUmMGmVGZRiX46DGKCMOGA0Er6AQEZWbQUFUQOUqgqBBFGTPH89pLJrqeruquqtOv/39rFWruk6dffau55zut9/d5zyn/UOSgdfnjqhv7LhZxUyR633ARxmYZwi4aKkc08TNKmaKXGcNfH02v58nakPjPnbcrGKmyHXBwNffXPTeqFxjx80qZopcZ3XPd6H9segE4Ge0Zt/eGxr3ceJmFTNtru7rHy/13krEzSpmilznLnp9eve8OfC9lYpZI7lG/X62ou/1PRft97MvA18Z8vj1iO2NHdf3XHS/kwy8Phw4jfbHxDNH1Dd2XN9zMfpnzNkj6hs7blYxU+R6NfAvwIMHll20VI5p4mYVM0WuMwe+XnxcjRr3seNmFTNFrvOBzbqvT1/03ndG5Bo7blYxU+QaHL/dgCNp/6/7CnDAMsd9WXGzipkiV99/F5xlrnMWvf5m97wJcP5KxayFXMMeG8XUCsC1SZ6Vdlc5ANIulXs2cO0Kx/U914+APapqx4HHH1fVjsCVI+qbJK7vuW69M2FV3VxVBwDn0H4xH3VJ7iRxayEX1X5KnNA9L7yuUTGTxs0qZty4qnoZ8N+BTyQ5pPv+Wk6OseNmFTNF3JZJnpHkmcDmVXVTt60NjfskcbOKmTTu2CRHp13+dFySQ5PcJ8l+wI9H5JokblYxk8YtfB/9sqo+VlVPop3x/g3gdSNyTRI3q5hJ425Jcv8kjwLulGQngCT3ZfSdZSeJm1XMpHE3pbusMO1sxd8CVNVvWPr7apKYtZDrkrRpfW69ZDbJNkkOo10lspRJ4vqe63vAgVW15+IHcPWI+iaJ63uuzQd/Z6+qv6b9sf2rtKbnUiaJ63uuwf9jfnTEeysRN6uYieKq6t3AStyQ9QAAFLVJREFU/sCbk7wnyV1Y3u91Y8fNKmaKuHsmeWXaXd3vmmTwKrJR4z5J3KxiJo37AHBCkr2Af0lyRJLHJnkr7SSEpUwSN6uYaeIAqKqvVdVBwL2AvwOGnuG5EnGzihkz7sYkeyd5FlBJng6QNi3F71YwZi3k+vckj+nWewpwDUBV3QK3uQJ12pi1kOv2apkd3z4/aHehO4Z2Zs33aZf/XNUt23El4/qeC3gp8NAl3nvZiPrGjut7LtqduPcZsnx/4KYR9Y0d1/dcwIcYfgf1PwFOHVHf2HGzipkmrltnE+AQ2iW0l41ad9q4WcWMGwccTTsbceGxTbd8W+BLKxk3q5gp4/ajNfWuBn4JfBf4G2DLDYzj2HGzipkkDvjqco+3aeNmFTNFrscBF9CaOo+hXSK38G/x01cyblYxU+Tai9b8v5B2Ncwu3fJ7AO9cqZg1kuvutP+InU/7w/o13Vj+HW3qq6VyjR3X91y06Sj+4xLvjToGx47rey7a5aKPH7J8H+DCEfWNHdf3XMDbGP772X2BY0fUN3bcrGKmiRtY7ym0KSqu2NC608bNKmacONql1YOPe3TLtwU+upJxs4qZMm4P2v/rzwK+Q7tS6AC6K8lWMm5WMZPEAZ8c53ibJm5WMVPkehhwEnAi8ADaSTrXAucBu65UzBrJ9VDaVJK/AE4F7t8tvwdwyErFrIVcQ7czyUHZ5wftL8NbA/+w2nFrIVcXu+Q/ICsd1/dcfa9vHmNBNx3BasbNKmaSOGA74OcTjN/YcbOKmTJuTRy3M8r1sQlzjR03q5gpcnlc/D7mc8Ams4ibVcxy42hnCmw9zvhNErMWci2K3w14FSOm9lipuL7nov1h4JUT1Dd2XN9z9b0+x2Ju9e1Gmwtxku/hseJmFTNFLo+L245fn3+2z7I+j4u1s696fVz0/ViaJm5judnZPw1ZvBftUnOq6qkrFdf3XENiAuw5QX0bjOt7rr7XN8tc1jcyBvr9Pdyr+maZq+/1zTLXnOvz58VteVxsJPVNkeuMqtq5+3p/2lVDx9NuFvfZqnrHErnGjut7rkUxL+5ijhuzvmXF9T1X3+tzLHpT30GM/z28rLhZxaxQrv2Bgzc0fpPGzSpmBXP1+Wf7LOvz58Xa+R7u3c+Lvv+MmSbudmqMrm9fH8CZtMvN9wB2754v777efSXj+p6LdgnDJPWNHdf3XH2vz7GYW319/x6eZX0eFx4X8x73vh8Xvc5lffPLNfD1N/n9ZbT/gdE3gRk7ru+5+l6fY+FYrMX6HAvHYt65+l6fY7F26nMsVibudttZ7op9ftDmhHwF8AXgYd2yH61GXN9z9b0+x8KxWIv1ORaOxbxz9b0+x8KxWIv1TZHrHNp8slsB31r03qi7No8d1/dcfa/PsXAs1mJ9joVjMe9cfa/PsVg79TkWKxO3+LEZG4Fqd3h7b5JPdc9XwoY/2yRxfc/V9/pmmavv9c0yl/WtnVx9r2+Wufpe3yxz9b2+Webqe32zzGV988kFbAl8mzY9RyXZtqquSHLnbtlKxvU9V9/rm2Wuvtc3y1zWt3Zy9b2+Webqe32zzNX3+maZy/rWTq6+1zdN3G0tt+O7lh7Ak4G/mUVc33P1vT7HwrFYi/U5Fo7FvHP1vT7HwrFYi/VNE9fF3gnYcRZxfc/V9/ocC8diLdbnWDgW887V9/oci7VTn2MxXdxGcbMzSZIkSZIkSdqYbTLvAiRJkiRJkiRJo9nIlSRJkiRJkqSes5ErSZKk20hycpKx5t9K8sIkleSFq1TW2JK8patpj3nXIkmSJE3LRq4kSZI2KMkeXVP0LfOuRZIkSVqPNpt3AZIkSeqdv6TdQXccxwGnA5evfDkTez/wSeDH8y5EkiRJmpaNXEmSJN1GVY3d+Kyq64DrVqGciVXV1cDV865DkiRJWglOrSBJkjRnSXbopi04OskDkhyf5Jok/57k1CR7LxG3eZLXJTk3yQ1Jrk/ytSR/scT6T03ypSSXJ/lNksuSnJLkoEXr3WaO3CRHA1/pXv5VV+vCY49unSXnyE3yyCSfTnJVl/eSJEcm2W7Iukd329khyYFJvpPkxiRXJvlgki2XOaxLzpHbLTs5ydbdNhfG47wk+y13+922HpLkE0ku7rbxsyRnJjkiyR0WrbtZkoOSnN7tqxuSnJXk4CS3+708zcFdXTcmuTTJ+5Ns2eW7eDmft3vv1mNsyHt3SvL6JGd3x9yvknw9yXOGrHvrFBtJHpbkn5P8ovsspyT5z0uM06ZJXpLktCTXJfl1kh8k+VCS+00zTpIkSeuFZ+RKkiT1x47A14F/A/4XsB3wbODEJM+tqmMWVkxyR+AkYHfgfOADtOkQ/hw4JsnDquoNA+sf0G3zCuCztDNV7wk8BNgPOHJEXcd3zy8ATgFOHnjv4lEfKMm+wKeBAMcClwCPBP4b8LQku1bVsG28E3hiV+vngT2BFwP3BfYalXOZ7gacBvy2q2sL2th9OMktVfWRDW0gyUOAbwAF/BNwEXDXrsaDgDcCN3Xr3qH7LE8ELgD+Ebix+1zvAx4NPH9RiiOAQ2jTVXyw29bTunXv2NU+lSR3A74MPBw4E/gw7WSPJwL/mORPq+qNQ0J3Al5LO14/BNwHeCbwpe7Yu2Agxx2BfwYeD/yk++zXAzsAzwBOBS7s1p1knCRJktYFG7mSJEn98Vjg3VX1moUFSd5Pa5YdleTEqrq+e+tVtCbuicBTq+rmbv23AmcAr0/yuar61279A2mNv4dW1VWDSZNsPaqoqjo+yS9ojdyTq+oty/kwSe4MHE37nXOPqvrawHuHAe+gNSiHnXG8C/DghWkekmxGazjumWTnqjpjOTWM8FDgfwMHVtXvuhzvBc4FDgM22MiljccWwNOr6jODbyS5O3DDwKLDac3J9wOHDuTclDYGL0py7MJ2ujNbDwF+COxcVdd0yw+nnR29Ha0pPq0jaE3cw6rqnQP1b0Fr4L+hq+vsRXFPBvarqqMHYg4EjgJeTmtkL3gLrYn7WeBZVfWbgZjNac3vBWONkyRJ0nripUmSJEn9cR3wtsEFVfUt4OO0M0ifMfDWi2hngr5yoYnbrX8V8Pbu5f6Ltn8z3Rmii3Ks1jyyTwO2Ao4ZbOJ2/p52Nu8TktxnSOzbBufq7T7j/+le7rwCtd1AG7vfDeT4Lu0s3QcmucsY2/r14gVVdW1V3QLQTQdwMO1s6Fcsyvk7WlO+gP86sImFKR7+eqGJ261/I/D6MWpbUpKtgOcB3xps4g7kOYx2JvVzh4SfNtjE7XyYdozdun+6BuxBtDF6yWATt8vzm6r6WbfuJOMkSZK0bnhGriRJUn+cWVW/HLL8ZNrZnw8HPtI1Ge8LXFpV5w9Z/8vd88MHln2c1jw9L8kxtCkSTltooq2SRyyq51ZVdXOSr9Iur384sPgGa98asr2fdM93X4HaLhw4u3lYjrsBw/bFoGNoZ58en+RY4Iu0Mf3hovXuT2toXwi8Mcmwbf0aeODA64WxO2XIul+jNUyn9ShgU6CSvGXI+wtz/D5wyHu32z9VdVOSK7nt/nkAsCXwjaq6bAP1TDJOkiRJ64aNXEmSpP64conlV3TPWy56vnyJ9ReW321hQVW9J8nVtLMjDwEOpTXwTgFe0535u9LGrnPAL4YsW2hebjpNUSO2P1aOqjojyW606QD+nG7u1iQXAG+tqk90q27VPd8P+KsRm7zzwNcLY3e7Y6Kqfpfk5xuqbxkW6npU91hOXQtGjd/g2C3s20vHqGeccZIkSVo3nFpBkiSpP7ZZYvm23fN1i563HbIutPlTB9cDoKo+WlW70BpmT6bNEftY4KQk95yo4tEmqnMtqaqvV9W+tLNQd6VNa7EN7UZhj+9WW/h8x1VVRjx2HNj0QsztjoluuoKtFi8Hbumeh52sMaxZvpDjvRuoa88lB2DDFhq+91rGupOMkyRJ0rphI1eSJKk/HrHE3Kx7dM9nAXTTL/wQuFeS+w1Zf6HxduawJFX1i6o6oapeTLsZ2R8Cu22gtoX5Ssc5G/as7nmPxW90Ny97zKg615Jurtd/rao30854hjZHMMD5tIbmLknuMHQDt7cwJrsPeW83hjdrr+2etx/y3k5Dlp1Ba/5uaN9PY+GzPyTJHy1z3XHGSZIkad2wkStJktQfWwJvHlyQZCfazZ2uA44beOvDtBtRvas7Q3Nh/a2BNw2ss7B8n655utjCmbg3bKC2hUv5h92YbCnHA9cAz0myy6L3DgX+GPji4E3N1pIkuyXZcshbC2fR3gC33qjtfbQzkP9Hkj8Ysq3tkjxoYNHR3fPhSf5wYL0tgL9doqQzuuf9Bvd1ku1ZdFx1dV1Fmzt5pyRvGnZ8JPmTJBOfAdvdpOxI4A+Ao5Jsvmj7d0xyj27dScZJkiRp3XCOXEmSpP74KrB/kkcDp9EaWs+m/fH9wEU353o38Ge0sz7PSXICcCfgWbTm7Dur6tSB9T8J3JjkVOBiWhN4N9rcqN+m3ahrlAto85z+lyS/pd2crICPVdUlwwKq6ldJXgR8Cjglyae6uEcCe9Pm/j1wQ4PSY68C9k5yMvAj4FfAn9L2y7XABwfWfTvwUOAlwFOSfJk2nvekzQm7K22u3e8CVNVpSd4HvAz4t+5majfR9ve1DJl3uKq+0d1A7rHAGV2ObYCnACcx/Ezdg7v8bwOe3x0fVwJ/RLup2KOA5wAXjT88t3or8Oiuju8n+RztRnLb046D1/D7xvVY4yRJkrSe2MiVJEnqj4toDax3dM+b0y6xf1tVnTS4YlX9NskTgFcCz6U1/G4GzgEOHbjR1oLXAU8EHgE8CbgRuAQ4DPifVXXTqMK6G2w9o6vtL4C70JrBp3bbWSruM0l2Bd7Q5d+S1sA9Cnh7VV02Km/PHUlrqj6a1mDcDPhpt/zvBxvcVXVTkqcDzwNeCOxLu2nXz2j7/U20s2MHvRz4PvBSWsP757Szst9A28/DPA14V/f8MuBC4LXA52n77Taq6vokuwMH0I6jZwJb0Jq5FwKvAL6wvOEYrjtW96Ed038JvIB27FzWfZ5TB9adZJwkSZLWhVTVvGuQJEla15LsQGtSfaSqXjjXYrQmJLkYoKp2mG8lkiRJmhXnyJUkSZIkSZKknrORK0mSJEmSJEk9ZyNXkiRJkiRJknrOOXIlSZIkSZIkqec8I1eSJEmSJEmSes5GriRJkiRJkiT1nI1cSZIkSZIkSeo5G7mSJEmSJEmS1HM2ciVJkiRJkiSp52zkSpIkSZIkSVLP2ciVJEmSJEmSpJ6zkStJkiRJkiRJPWcjV5IkSZIkSZJ6zkauJEmSJEmSJPWcjVxJkiRJkiRJ6jkbuZIkSZIkSZLUczZyJUmSJEmSJKnnbORKkiRJkiRJUs9tNu8CJEk9kRQAmwz8jW/Y17NYtjHl25g+i2O3dvJtTJ9ljmNX5NZFt9xy2+eVWraa297Y821Mn8WxWzv5NqbPMkk+gBr84ShJminPyJUkSZIkSZKknrORK0mSJEmSJEk9ZyNXkiRJkiRJknrORq4kSZIkSZIk9ZyNXEmSJEmSJEnqORu5kiRJkiRJktRzNnIlSZIkSZIkqeds5EqSJEmSJElSz9nIlSRJkiRJkqSes5ErSZIkSZIkST1nI1eSJEmSJEmSes5GriRJkiRJkiT1nI1cSZIkSZIkSeo5G7mSJEmSJEmS1HM2ciVJkiRJkiSp52zkSpIkSZIkSVLP2ciVJEmSJEmSpJ6zkStJkiRJkiRJPWcjV5IkSZIkSZJ6zkauJEmSJEmSJPWcjVxJkiRJkiRJ6jkbuZIkSZIkSZLUczZyJUmSJEmSJKnnbORKkiRJkiRJUs/ZyJUkSZIkSZKknrORK0mSJEmSJEk9ZyNXkiRJkiRJknrORq4kSZIkSZIk9ZyNXEmSJEmSJEnqORu5kiRJkiRJktRzNnIlSZIkSZIkqeds5EqSJEmSJElSz6Wq5l2DJElrUpIDquqD865Ds+M+X3/c5+uP+3x9cX9LktYSz8iVJGlyB8y7AM2c+3z9cZ+vP+7z9cX9LUlaM2zkSpIkSZIkSVLP2ciVJEmSJEmSpJ6zkStJ0uScU2/9cZ+vP+7z9cd9vr64vyVJa4Y3O5MkSZIkSZKknvOMXEmSJEmSJEnqORu5kiRJkiRJktRzNnIlSZpSklcnqSRbz7sWra4k70pyfpJzkxyX5G7zrkmrI8k+SS5I8oMkr5t3PVpdSbZP8pUk30tyXpKXz7smzUaSTZOcleRz865FkqQNsZErSdIUkmwPPAH48bxr0Ux8AfhPVfUQ4PvA6+dcj1ZBkk2BDwB/BjwIeE6SB823Kq2ym4FXVdUDgV2Al7rP142XA9+bdxGSJC2HjVxJkqbzXuC1gHcPXQeq6vNVdXP38nTg3vOsR6tmZ+AHVfWjqvot8EngaXOuSauoqi6vqjO7r39Ja+zda75VabUluTfwZOBD865FkqTlsJErSdKEkjwVuLSqzpl3LZqLFwEnzrsIrYp7AT8ZeP1TbOqtG0l2AB4OfGO+lWgGjqD9MfaWeRciSdJybDbvAiRJ6rMkXwS2HfLW4cAbgL1nW5FW26h9XlWf6dY5nHYp9sdnWZtmJkOWedb9OpDkzsCngUOr6vp516PVk2Rf4Kqq+naSPeZdjyRJy2EjV5KkEarq8cOWJ3kwsCNwThJol9ifmWTnqrpihiVqhS21zxckeQGwL/C4qrK5t3H6KbD9wOt7A5fNqRbNSJI70Jq4H6+q/zfverTqdgWemuRJwBbAXZP8Q1U9b851SZK0pPj/D0mSppfkYmCnqrp63rVo9STZB3gPsHtV/Wze9Wh1JNmMdjO7xwGXAt8EnltV5821MK2atL/IfQS4pqoOnXc9mq3ujNxXV9W+865FkqRRnCNXkiRp+d4P3AX4QpKzkxw174K08rob2h0MnES76dX/tYm70dsVeD6wV/e9fXZ3pqYkSVJveEauJEmSJEmSJPWcZ+RKkiRJkiRJUs/ZyJUkSZIkSZKknrORK0mSJEmSJEk9ZyNXkiRJkiRJknrORq4kSZIkSZIk9ZyNXEmSJEmSJEnqORu5kiRJkiRJktRz/x+fI2kMciFqDwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a25a154e0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a2b76fd68>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a2b9ee0f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a2c07d6a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a2c8aa400>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a2cd65d30>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a2d02df28>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a2d7629e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a2dad9048>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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XScwDir97ich9K57fhjBR3YVggVtmzeTrjJQJXSbzs8Th9A7hVFIoIY4gTGqeoKrrpjiZ8KL42yXvY9ycqWNb+wtWA88mbKsc38b9jfGXVfUGEfkWYUvufQiWTE3sTrByXF3x7BsEBeN9pvixCIYql9i2N1E2hCMi/kx1fl6s1VunVxPORGxTBp8iWGR/XkQ+Qzjy4BRV/enYe7sQFCM/Bl5VfdID1xLOjh6xe/G3KV2zcl9CXzBxxnbB6Izfu1U8m+ivVHWdiPyGm/dXuxIUKqep6rQzQ2PyqYntir9XVjz76+Lv8RXP6rhKVX9Scb+pnz5rXHkNYeFGRP4fYcv750TkOIJV+S7AYwm7I+5F6A+G5q2EY0bu16b/Lo7n+B/CERJvn/J6nR8bsH7BJVb5F9t3zBSGhPPKjwA+rarH9Bh2J2LKpRi/nwX8g4ajjmJ4GKH+nKmls2kNUlVfOtX9MUYLbreaNWKO4zhOd1yR6ziO4/yKoIDYoaO7keJg2hmbW47fUNWqM09HypoNh4gDQfkajYj8LWE786XAPjUTwWlWU7cYey/WzTTqrKZGeVAVVoybcbYGrtCKj7yo6p9F5LcEZfvQDFUufZQlVJRNoWS/nOr8nLksVfV0EXkw8G+ELdfPAhCRHwGvU9VPFq+O2uRf0PzhnHKbHIXflK5ZGcXrvsXVJl4j6s5o/jM3769G1m6/rHi3Lj5d8qmJkeXspkxaTXeJ14imNEN1P13bp6rqx0Xk5wTL54cQzjT/CcGC8kbCmdmXdojfzIjIXoTjTw5T1e+3dPYOgvLq4WUr6o7sR7CgrvrI2YirinC2Bqrq/6jv6PwxsLEwoFv/9CFC/XrhDOH2QadyEZFtCefFn0g4zzqWpnOOh6RTWUbW/TKbFX8rP6zoOI7j9IsfreA4juOMPo7T9UMzN00cVFUarioru3kRHYeYbZQjRORJhPNvfwPspao/qnl1dH+XmuejL9iXP7BS66b4uvSOBGVKFwui7Wvujz5CVKVIjHEzzlXAtsVHnW5GkZZbMZsiIpbRecw7FfEYp1O5zNlNGybKptjWvx3V+TmPskRVv6OqjyFYY+5J+Cr89oQPhY0+tjXy69gpbXLHktcjN03pGmd0TERV+VUdVTEK451T4tX1w3NlRsrPNtuNY/KpiZEStCqvusRrFhr7VFU9WVUfrarbquoKVb2Hqv4n6y2Gz+g5fuPch2Cp+DoR0fJF+AglwLri3r2L37sTlFg/HHv/pOL5M4p7TcqxkfLvyIZ3msaB2xHOGf9FzbEMbYnpn3YnLBZdNpb+/yme/1tx7/MzxCuGruVyJ8L4sy9w45ibZxfvfLW4909VARYffDuAxX7kbERXuSGm7pcZ9TODLr44juM4AbfIdRzHcf6HcA7lE0Tk7k1ny4nIitLW2VMJZxs+GPhyj/G7kXor3aHicBMi8nTCFuFfUm+JO+JEggXjI4E3j/mzE2HSdRE3V8qeSDgX85HAJ7k5DwE2B06u2sLcwO4islXF8Qp7F3+/V+Fmr/EbhVLtQQ1uxvkeYYHgIYSP6pV5CKFcz2zhz1xR1etE5NuEevNg1k/2R+xX/D2xdO+nwMXALiKyY8VRBVVuTiVYLO05nv/F9upHFD/Hw5/GXoSzDcs8mCDXVZXLnURkpaquHbu/d/G3TVneRFH3vg18W0R+TGgPBxCOW/ghQXH41yKyccstu2cSFDF7MblAMUrXOKMjBO5Y8azqnO3TCX3Jg1vEJ5ZR2u8lIrefcrxCTD41cTbhK/K7EhYqypxa/N0P+K8Zw5krxdnFjwOuBo4bOPhzCR+Vq+IpBGvoDxEU1COr2M9RfTTQ7YBHEfqJ1YS+YgIRuT3hI2NXET5AWMeJhMWSRxI++Femqq+JIaZP+whhDBrnLwh9+vcJxxh16lPmQNdyuZz6sn8IIT3HE3YsnVvz3kGEI1mOqjm6aEi6yg0xdb/MXYv7Xb+t4DiO48wDNfDFNb/88ssvvxZ7Aa8kCOwXAnvUvPNIwgewRr93JXzx/gJgl4r3NwEePHZvNYUxbMX7B1L9dfhLGftifV9xaJFPzyZYcv4MuHOL9zckfEhEgceW7m9AsOhVwofAym5uQfhi+XXlsiBsmf524eapLeO7kvVfkz987NkehK9V/w64RUU5KPCYMTcvLu6f2DL8pxfvn07p6+qESeXpxbNnjLk5qri/cob6PPKj9qvjwNOKd04BNi3dv2+R95eW86V4Nvo6+aeBDUr3Dyjun1e+Xzw7snj29rH7/1jcP6FDulYXbi4AthmrG98pnv3dmJtRWX5qLM47Es45XAfs3CLsBxMs38fvv7Tw/z9K915f3Hs/sFmFm9tRfFW++L1n8f5PgG1r0rV2zI/7F/dPpvR1dYJi9+Li2VFjbj5S3H81FV9kJ5z9vGPp997F+4fV5Mnainj9e+Hmi8CKsWebALeOzacp5fOYwq83VjzbhNC3K/C0iud3mJau0rPDCn/2Lt1bWZXfY+4mvm5PUBYdX7h9aUNYlfnfIk8OrMuTFm7XFm4n6knN+6O68rEp7726eO89U97bEfgTQVm2snR/m6KdKPCAKX6sLt67S8M7nfu0mLwu5efKaX7FpmWWchlzcxTTxw8hnG+twF91jJMSrKnnlgbmKzc01v2ibirwmZiy9Msvv/zya/bLLXIdx3EcVPVNxfa71wJnFNaKawhbBrdnvYXKmpKbHxZfr/4QcJ6InEBQMG1M2Lb4YMLEYtcZo/d14KnFB3K+S9geeLKGbbpDxQER2acIZwOCBeVBFR8o+p2qHjH6oeF8z4MI1jKfKT4SdTHBSnUPghLxnWUPVPX3IvL3wGeA1SJyNEHh9liCFcxnCEq5LpwMPE9E7l+EeTuC1c0GwCGqWrUd/zjgWBE5lqA4+EuCZdMVtDwfUVU/UXyl/smE8vk8YQL4t4TJ4DGq+vGOaalERN7G+g+vjKyGDxWRZxb/f15Vy9t9jwYeTzjv9XtF/dqOkC8bAn9fkS/vICjMngicJiJfJ9SzJwF/BJ6jqjeOuXklYSL+L8UW1dMJH7A6gKAs/oeI5J5PyM/PEBSxBxCUkF9m0lIXgrXm/YHvisj/Ec5RfArhCIKX6eQHy6p4CfAIEVlNWMj4A3APgtXeldz8jMg3EOrL84H9ReREggX7bQj9yJ4ES/UfAKjqKSLyHsJ5qeeOpetK4JLxyKjqaSJyMqFvOr0IY3tgf+B/qbbUfVER/uuBZxUf7vsNcHtCmdyXoOC/sEV+1PE6Ql7vD1wgIl8iWJvekWCBfShBUQQd82kKJxIWZf4GeFX5gapeXxwH83+EYzAOIVjpbkpI90Ppf5fes0XkJQSF3CXArQl5tD3wAULbGmd0BFzrj92JyPNY3/7vUvzdX0RGZ8D/UFXf0i3q86Gwwn9u8bPxTFVVvVBEDgXeDawRkU8RFi2fSDjP/u2qOm6pi4gcVfo5Gvf+Q0RGFqMfVNVvld6J6dNiiCnLo0o/26RlSPYl1K8zVXX8Q6o3Q0R2Bf517PY2Y+l7qar+tuTmbwnjJKw/AucBJTe/VdWXjt7vSW6oY7ST5LNz8s9xHMfpyqI1yX755Zdfftm5CJP69xC23f2eMHG8hGA19VzGLMwKN7sRFBMXEaxBrijcHwnsO/buarpb5N6GcP7cbwjWsBMWWvOKw5S8GcWv6Vpb4/buBIun3xbxu4Cg8Jmwwiu52RP4CkGRdS1wDvDPwIYd4ryyiNdRRdl+ofDvjwSF7t80lQNhgv8d4BqCkuizVFg+T4nDBgTF75oi3D8SFPL/QIWlF5EWuay3Iqq7Dqtws1GRp+cUeXxlkecPbAhns6LsflyU5WVF2dZaTgLbAu8q6ueoTX0I2KFjGlcXaVkBvJGgcLyOoFh9LdXtUwt3twc+RlAe/4lwnMHTO4T9CMIxLD8gbAu/hnAu47upsE4nWKw9i7AQc0WR7l8SzuR+JXDHivdfRFBSX0fY0vyfBKXzWiraFkER/YEiTdcR2vzBNFiIEqxTX0SwUruqcHdxEc9/ArYrvbt3Xd0p1bmqeG1UhHE6QeF9TVFfVjFmUdg1n6aU0TuL+N6t5vmdCB8Vu7AI53LgNODf2qSreHYYcRa5f01oW5eUwj4BOKDBzbGEPr91n8P6/qPuWt2xP5mbRS5h0UOB73RIz/7ANwiLAdcQzhF+dsP708aoAyvcdO7TKvw4kHqL8G2KcvxWW/9i0xJTLg11qMki91PFO4d0iEPTtXLMzWFT3q9rn/OQGxrrPqHvvBTYpEt5+uWXX375Nb9LVBXHcRzHcRwAETmQoLA7SFWPWmxsnFkpPl7zDVXde9FxiUVE1gKo6srFxsQ2IrKScPbukar64sXGZjYkbHe4jHCMy5MXHR8nHhF5LGER8dGq+pVFx8eJR0TuBZwFvFpV37jo+DiO4+TKBtNfcRzHcRzHcRzHMho+Zvdu4GARucOCozMr9yQcdfLmaS865tkLOMuVuEvB6wkfOHv7oiPiOI6TM35GruM4juM4juMsB28kbMFfSTiiIUlU9RzCsRNO4qjqSxYdB2d2RGRz4HvAEap67aLj4ziOkzOuyHUcx3Ecx3GcJUDDB/pet+h4OI6zXKjqH/G+xXEcxwR+Rq7jOI7jOI7jOI7jOI7jOI5xUrXIde2z4ziO4ziO4ziO4ziO4zjLQKtjpVJV5FJlSCxS86B4WOsGWLdu8tnGG0fGYcqz5oeBtWvX8ulPf5pDDz10qpu6Rw1ZwQ03TN7fcMPwty4vmvxrysCmsK67bvLZihVw9dWT97faav3/o/x50pOexMqVK9c/uPzySYfbbVfp37iflbziFZP33vxmrryy+vVttmn2ri69TTTlX0xYTdWvMawW9Xac2DZSW76RgdU9ik7vlLyojP8M/lUS419TI47IvxFd0xuV75F9e5eyv1k8aphXtrdtB1X1v6kY24xl4+UVO1bEJKyxb4+pMx3G0zb1M7KJcPjhh1f2V9F5WxH/m+SBGuYtkzS1kaiwYjM34llsva17VFe+VZTbbW1QVQ0V6oWtoceKpmex/tUUSpWsAutlo67yQNP711wz+f4WW4S/11ac+LnZZvX+H3rooa1kuqr4dJHPoKH9TMnb2P6n7llTta2Si0cycVPexvTtMfOK2LztFL/C3S8rTqa+Q/Hpwaa4xzS5Jg9jRMEmGeKSSyaf3e52zfJUzHzzoouq/bvznZvj12ZMHW+PVfPAkZxSNT+r66/q/C/zl385+f5ZZ4W/xx47+exxj4PjjqsOZ//94eEPn7z/1a9Oj89++026O/746fGvo8vc9qbxsaFSx+hkYsbGxrFnhjlRmVF66+T5af7FyFNN5VHnX1XbhtC+hxQhmohyFxHB2P6xKagYnUwbNmj/qjNi7dq1vfs/6kSdSaKUfB39dxZH3+XbN7nVz9TLyzJ91Z+cymuo9PbZ3l0eWDxdlYjOfIhpv32Pv13aY279reNYZoj2aKm9z3MRbJ7xyYVyei3UB2f5cEVuR/ruhFzom44PMvVYU/LF0FXosESOQpD3V+mQ2/gyZHpd6b7cdJ0EW8Da+BhDjDwwhBLXglLEcZz2DGVkYaW9970I1nV8sTY+9k1u6bXGMsg/bXBFbgf6bpQu9LXDiqVF38QOkqmTsuWTJUugofD+Kh1yG19STq/LA2lhrbwsjo8xxMgDFpS4kHb/4zjLxlBGFlbae0x6+5p/WRwf+/bfUnpzY1nknza4IrcluW3HsIwVIb1PZhkkLTDLIJmi5dMIK5ZAQ2ItPn2wLCu7FutPn6Sc3pR3JuSGtf7Z6vgYgxV5oE+liOM4/eNGFtPpo78dyhK6y/u+szod3PK7GVfktmCoRumNfjFYHWSsDJJdyXmQzE2JmwPLtLKbW/1JOb0p70zIDUv9c27jhWX5PIf8d5xUyE0+t5DeIebX1oyerNaHFEnd8nsIXJE7hSErRS6VzhpWBxkLg2RX/PiR+ZJbeq1hbWXXLS/zwYolojMdK/1zbuOFy+eO4ywK72+nY+m4OWuLfi7PN2O1fK3hity3b/cgAAAgAElEQVQp5FgpciPlQcZS/fTjR+ZPbum1hDWhwC0v06JvId1a/cyNcvlayP8c64MfP+I4zqLIrf+xdLyMZaMn30k1O5bL1xquyJ1CjpUiN1IeZKzUz6GOp7CS3qHILb1WsCYUuOVlWuR8vEwOWJyE5Vgf/PgRx3EWRW79j5XjZZbJ6MmZJPXyHRpX5E4hx0qRGtZWOofshCzUzyHPQLKQ3q7MUj9zS68VLAkFrrRLCz+DbbmxOgnLpT50tYS2Wl6O46RNDv3Psuw8sTI+ujw/nZTLdxG4ItdJGosrnbl1QpbOQLKGxfrZJ8uSXivtcShL91xYluMOrNTP3LA8CbMWnz7oOr5YK6/c+lvHscyyyANd4tP1fWvyvBs9LT+plu+iWLgiV0S2E5HvF9evReSXpd+bLDp+i8SFvmasKvly64SsnIFkDav1sy+WKb1W6pulDzGmTurHHVizjMmN1Mej1Ok6vlhbBMutv3Ucy6QuD8TGp+v71uR5K/kZg6X6YBnPn24sXJGrqper6r1V9d7AfwHvHP1W1esXHb9F4UJfM9YGyTLW4tM3rsSdJPX4dyW39A6FW7rPh9SPO3B5YPHk9mEbS3QdX4Y87qnL+7n0t45jmb7bozV5OPVFsDIW8rMro/RaqQ/OcrFwRW6KDLkdw5nE8iDjzI41IagrudXP1MvLMr5IMjupH3fg8oANcvuwjRVi2q+l455y628dxzJDtEdL7T31RbDUKafXQn1wlo9kFLkicrCIrBGRNatWrVpYPHLbjmERH2TqsabkiyFly6cchSDvr9Iht/FlyPS60n256ToJtoC18TGGGHnAynFP3n4dxw5DGVlYae99L4LFHi9jZXzsm9zSa41lkH/akIwiV1VXqeoeqrrHwQcfvJA45LYdwypWLC36JnaQTJ2ULZ8sWQINhfdX6ZDb+JJyel0eSAtr5WVxfIwhRh6woMSFtPsfx1k2hjKysNLe+/zw9izHy1jInyF3VltIb24si/zThmQUuYsmt+0YlrEipPfJLIOkBWYZJFO0fBphxRJoSKzFpw+WZWXXYv3pk5TTm/LOhNyw1j9bHR9jsCIP9KkUcRynf9zIYjp99LdDWUJ3ed93VqeDW34344rcFgzVKL3RLwarg4yVQbIrOQ+SuSlxc2CZVnZzqz8ppzflnQm5Yal/zm28sCyf55D/jpMKucnnFtI7xPzamtGT1fqQIqlbfg+BK3KnMGSlyKXSWcPqIGNhkOyKHz8yX3JLrzWsrey65WU+WLFEdKZjpX/Obbxw+dxxnEXh/e10LB03Z23Rz+X5ZqyWrzVMKXJV9TBVfdui41Emx0qRGykPMpbqpx8/Mn9yS68lrAkFbnmZFn0L6dbqZ26Uy9dC/udYH/z4EcdxFkVu/Y+l42UsGz35TqrZsVy+1jClyLVIjpUiN1IeZKzUz6GOp7CS3qHILb1WsCYUuOVlWuR8vEwOWJyE5Vgf/PgRx3EWRW79j5XjZZbJ6MmZJPXyHRpX5E4hx0qRGtZWOofshCzUzyHPQLKQ3q7MUj9zS68VLAkFrrRLCz+DbbmxOgnLpT50tYS2Wl6O46RNDv3Psuw8sTI+ujw/nZTLdxG4ItdJGosrnbl1QpbOQLKGxfrZJ8uSXivtcShL91xYluMOrNTP3LA8CbMWnz7oOr5YK6/c+lvHscyyyANd4tP1fWvyvBs9LT+plu+icEWuYVzoa8aqki+3TsjKGUjWsFo/+2KZ0mulvln6EGPqpH7cgTXLmNxIfTxKna7ji7VFsNz6W8exTOryQGx8ur5vTZ63kp8xWKoPlvH86YYrco3iQl8z1gbJMtbi0zeuxJ0k9fh3Jbf0DoVbus+H1I87cHlg8eT2YRtLdB1fhjzuqcv7ufS3jmOZvtujNXk49UWwMhbysyuj9FqpD85y4YrcCIbcjuFMYnmQcWbHmhDUldzqZ+rlZRlfJJmd1I87cHnABrl92MYKMe3X0nFPufW3jmOZIdqjpfae+iJY6pTTa6E+OMuHK3I7ktt2DIv4IFOPNSVfDClbPuUoBHl/lQ65jS9DpteV7stN10mwBayNjzHEyANWjnvy9us4dhjKyMJKe+97ESz2eBkr42Pf5JZeayyD/NMGV+R2ILftGFaxYmnRN7GDZOqkbPlkyRJoKLy/SofcxpeU0+vyQFpYKy+L42MMMfKABSUupN3/OM6yMZSRhZX23ueHt2c5XsZC/gy5s9pCenNjWeSfNrgityW5bcewjBUhvU9mGSQtMMsgmaLl0wgrlkBDYi0+fbAsK7sW60+fpJzelHcm5Ia1/tnq+BiDFXmgT6WI4zj940YW0+mjvx3KErrL+76zOh3c8rsZUdVFxyGGJCPtOI7jOI7jOI7jOI7jOI4zhrR5KXmL3LVr13L44Yev19irVl91z0bUPGvyrtG/a66ZvKaE1eRfU1BNDyfypwV178fmxZVXTl7TuPbayWvEJZdMXrOkd926yasx0VQX76iIm4q+Ll1VcRjFI6LaNtKUPzfcMHlNC6yxXjR5WOeoys3I3bzbSGzmdvFvlvY4xb862vo/is/U9DbEP6p/bKCLs1E8mtLbWKdjIhFTBweuZ+X8ual8u8avoX3PPe4z5G1s1pbzp217afKvrp41+R+bt3WPptX1rumNHZdq/Y+tZ5Hxj5EH5t6GK+LTlpn72xZ52zU/y3/bxn8aVXLRTTJfjAzRkBcx7aprULP410TUWNYkT40RY/lUrj+XXTZ5tYl7XV40td+Y/qepWrQpkC7zzSbvYuYcjUTW6WnMq/9pIma+2RTMdddNXiPOOmvympbeO9xh8hqxYsXkBbDNNtUXwPvfP3nVcVM8qhJVJOzRj568Rjz3uZPXiAMOmLwA3vCGyWvE+edPXlOJLcgaGruzhk6m9lFD/JraaWPU5z1YFIzXz2lNrrb/7BK/Fv1Z08PaPJxznxVdzQbMizqixvUSSSty3Xy9mdj8STk/fTtqPaP0ply+KdN3f1Wuzyluj+rKKD6Qx/EOXelavrkxVH221l5y+fCb1f7KWn/b1xm03v8slhilrLUzL2P9t9D/9E3f8xdr/U/fWCzflM/4zG1+3Tepyz9OfySryPVKOp1YpWbK+Znyh7L6xJVei2eIr8F2fd+KUBCbXlcSVOPj43SGWvSzkv8pL3LG1GdL6bXW35bJYdEvdYaUB7q+70q+xcWnb/+tGB30jdXyTVW+zW1+3Td9yz9O2iSryPVKOp0clZpuKTJJbum1yhBfg+36vgWhwKIlUMp4/rQjt/Ex5fTGKGWtpNdaf9sVy0roHLAmD1hbZBgCS/V5CHnekrw3BFbL10J8uuLzzfmT287qLlgzOlgEc1PkisjGInIfEbnrvPxsIpdKOgspKjWtWcakTm7ptYwFy6fY+mDla7/WLIMt4u29HSmOj7OQcnpT3v7fpxK6b1K3hE4di/JAjuOLlfQOJf9YkfeGIpfy7ZvU428VK8fLWMPiolAX5iX/dFbkisiTReQYEdm2dG9n4DxgDfADEfmciGw0lxjWkEMl7Rtrna5Fy5iUyS29qWN5Eta3UG/BEih1oWCEt/f5kFv/aTm9FhbBYulLCT0EfS76LUt/2xfW5AFriwxDYiG9Q8o/FuS9IbESH6v50wY3suiPFOtD31hdFGrLPOWfGIvc5wC7quoVpXtvB+4CnAScDRwAHDR79Jy+sDao9t0oraV3CHJLb8rkNgmzZumVulBQxkL5pk5uk5LU02ttUaiMFcvgGPr6xoLV9FphqEXalBcZumCtv41hCCWuz78WS8r540YWzlCk3p/Mu7+NUeTeHThj9ENEbgE8CjhGVR8G3A/4Ia7INY2l7W9DNMqUG30sVsrXmU5ukzBLll6pCwXOfMnR8jvl9A65M6EPrPU/sUrZLv5bSq81YvOnr502qSvdLfa3MQyhxLUw/8p5PpJyf5jqIoOTFqnLD33EP0aRe2vgktLvBwAbAUcDqOo64KvAzjPHzpk7XS3zLE7CuvoPaa90xmKhfJ125DYJs5Le1IUCZ/6kbPkUS8rptXTmd1es9T+zKGW7vm8hvRZJ+fijvvGdNvNlqPK1Mt90+iPl+umkQ8r1oa/6HKPIvRrYuvR7L0CBb5Xu/QnYaoZ4OT3Q1TLP6iSsLRYtES2xTEJuinS1fIrx3+qgZyG9lvPHGZ6+F/2s1bdl6X/62v7fNxbrQ99KWUvptYqV/LFaP7u+byX+1hgyf6zMN5108PY7X5bF0j3l+tBXfY5R5P4Y2E9EVojIJsCTgLNV9beld+4MXDqPCLZlWSppX1i1nEjZEihlfJBcLMti6W4FVyo4s9D3op+1/naZ+p9ULb0sbTceahHMSv23jJX8sVo/u76fg/wTg9XytVD/l6F8U8dSfbBG7M6EZSDl+tBXfY5R5K4CdiIodM8v/v/Q2Dv3B85r45mIbC8inxCRn4nId0XkOyLyuC4RWqZK2geWLdVymDRbw/NnsVizdF8GocCVCvX4pKSZvtujtf7WWv/TlVks8yzQ1fLbotI9dnyxUP+dduRSP2Pjkzopl2+fLEv5po6V+mCN1OWfnOmrPndW5Krqh4G3AJsTjlh4b3EBICL7AiuBk6b5JSICfB44WVV3UtW/Ap4K7NA2Pl5Jm7EmBPWNNaHAIp4/i8OapXvqQkFXpUiZHOq/T0qaGaI9WupvrfU/XbFmmdeVrpbf1pTu1pTQznyJtXS3tghmpf+xjIXyBbvjowVyXoS3UB+skbr84/RDjEUuqvpKVb1Vcb1YVbX0+FvANsARLbzaF7heVf+r5PdFqvqeNvHwStqMNSFoCCxtF7LGLEovZ3aG3O7Xh5Burb/tqhTJDWuTEmukrtTsSm47baz2V9b62xilrBUlkFNP3zttLC+CWeh/+qbv+Yu1/qdvLJZvyotguc2v+yZ1+cfpjyhFbhOqer2qXqWqf27x+j2AM9v4KyIHi8gaEVmzatUqr6QtyHH7m1uKVONKr8Vj6bgDa0JBbHpdSVCNj4/TGWrRz0r+p7zIGVOfLaXXWn9bJodFv9QZUh7o+r4r+RYXn779t2J00DdWyzdV+Ta3+XXf9C3/OGkTrcgVkXuJyFtE5Asi8rXS/ZUi8mQR2SbCz/8UkbNE5IzxZ6q6SlX3UNU9Dj74YK+kLchRqemWIpPkll6rWDnuwJpQYNESKGU8f9qR2/iYcnpT3v5vrb/timUldA5YkwesLTIMgaX6PIQ8b0neGwKr5WshPl3x+eb8yW1ndResGR0sgihFroi8nmBJ+zJgf2CfMT8/CTyzhVfnAbuPfqjqPwAPBW49zWEulXQWUlRqWrOMSZ3c0msZC5ZPsfXByplz1iyDLeLtvR0pjo+zkHJ6U97+36cSum9St4ROHYvyQI7ji5X0DiX/WJH3hiKX8u2b1ONvFSvHy1jD4qJQF+Yl/3RW5IrIU4FXAV8F7g28ufxcVX8GrAEe28K7E4FNReQFpXubt4lHDpW0b6x1uhYtY1Imt/SmjuVJWN9CvQVLoNSFghHe3udDbv2n5fRaWASLpS8l9BD0uei3LP1tX1iTB6wtMgyJhfQOKf9YkPeGxEp8rOZPG9zIoj9SrA99Y3VRqC3zlH9iLHL/EfgJcICqng1cX/HO+cBfTPOo+Eja3wJ7iciFInI68GHg5RHxcjpgbVDtu1FaS+8Q5JbelMltEmbN0it1oaCMhfJNndwmJamn19qiUBkrlsEx9PWNBavptcJQi7QpLzJ0wVp/G8MQSlyffy2WlPPHjSycoUi9P5l3fxujyN0N+F9VrVLgjvgVsH0bz1T1ElV9qqruqKr3U9V9VPVTEfFyOmBp+9sQjTLlRh+LlfJ1ppPbJMySpVfqQoEzX3K0/E45vUPuTOgDa/1PrFK2i/+W0muN2Pzpa6dN6kp3i/1tDEMocS3Mv3Kej6TcH6a6yOCkReryQx/xj1HkCnDjlHe2B/4U4bfTM10t8yxOwrr6D2mvdMZioXydduQ2CbOS3tSFAmf+pGz5FEvK6bV05ndXrPU/syhlu75vIb0WSfn4o77xnTbzZajytTLfdPoj5frppEPK9aGv+hyjyP0x8MC6hyKyIfAgwofMHEN0tcyzOglri0VLREssk5CbIl0tn2L8tzroWUiv5fxxhqfvRT9r9W1Z+p++tv/3jcX60LdS1lJ6rWIlf6zWz67vW4m/NYbMHyvzTScdvP3Ol2WxdE+5PvRVn2MUuccAu4vIS2qevwK4C/CJ6FhFsCyVtC+sWk6kbAmUMj5ILpZlsXS3gisVnFnoe9HPWn+7TP1PqpZelrYbD7UIZqX+W8ZK/litn13fz0H+icFq+Vqo/8tQvqljqT5YI3ZnwjKQcn3oqz7HKHKPAM4C3ioipwH7AYjI24rfrwNOBVbNLZZTWKZK2geWLdVymDRbw/NnsVizdF8GocCVCvX4pKSZvtujtf7WWv/TlVks8yzQ1fLbotI9dnyxUP+dduRSP2Pjkzopl2+fLEv5po6V+mCN1OWfnOmrPndW5KrqtcA+wEeB3YH7Ec7N/Rfgr4CPAY9U1T/PMZ61eCVtxpoQ1DfWhAKLeP4sDmuW7qkLBV2VImVyqP8+KWlmiPZoqb+11v90xZplXle6Wn5bU7pbU0I78yXW0t3aIpiV/scyFsoX7I6PFsh5Ed5CfbBG6vKP0w8xFrmo6lWqeiDho2b7Ac8E9gdup6rPVtWr5xfFerySNmNNCBoCS9uFrDGL0suZnSG3+/UhpFvrb7sqRXLD2qTEGqkrNbuS204bq/2Vtf42RilrRQnk1NP3ThvLi2AW+p++6Xv+Yq3/6RuL5ZvyIlhu8+u+SV3+cfojSpE7QlWvUNX/VdVPqOqXVfWyeUVsGl5Jp5Pj9je3FKnGlV6Lx9JxB9aEgtj0upKgGh8fpzPUop+V/E95kTOmPltKr7X+tkwOi36pM6Q80PV9V/ItLj59+2/F6KBvrJZvqvJtbvPrvulb/nHSZiZFbhkR2VVE/llEDhGRreflbx1eSaeTo1LTLUUmyS29VrFy3IE1ocCiJVDKeP60I7fxMeX0prz931p/2xXLSugcsCYPWFtkGAJL9XkIed6SvDcEVsvXQny64vPN+ZPbzuouWDM6WASiqt0ciLwGeAFwD1W9orj3MOA4YJPitbXA/VT18vlF9WZ0i7TjOI7jOI7jOI7jOI7jOI5NpM1LMRa5+wE/HClxC95MUK6+Fng/sCPw4gi/HcdxHMdxHMdxHMdxHMdxnDFiLHIvAY5V1RcWv+8A/Bx4h6q+tLj3NeA2qnqvOcd3hN5ww+TNDTeEqvujZ1VJlULfXbudoS5/RDj88MM7bUe66b26iDREsCnutc8a4h4TVmx6r7128vlmm4W/V101+WzrreGaaybvb7FFs5umwK67rjqeK1ZQXWk23BAYK7cSV15Z7d8228DVFZ/622qrm/8er29V0S6iXvn+TUSUY1RdGmMUn0MPPbSxzTXlbW1gTR6uWzd5f+ONm/1reFZXvrH+NbW5xrytedjUhOcdv9iK0an/adGfzTvu8+4foXt7bNouN++8aGpyUfWMuP6n7llM/MYp9z+NzLuNRATV5F1T/9MU9bo8jKpLU8KqIyasufe3EJcZc05wVL5XjWUQxrM5jetNz26K37zG6JGbKmFrxYrGsBrlsznnRROx7bGOJnFlqL69qZrFFH2TfyOqxosmmb5ufIntz+rCii3f2nKMrGiN9WIObsrprJuPxM6VR/5PlFdkB1TXXTTNNxvngA0P6+r7fvtN3j/++JtF82aMkrP99pPPfvMb2G23yfsA55wzOReE9WXUtozL8s+ee04+P+WU8LfqdINpp1occsjkvSOPLP5p6DBqizi2og01h2mafMfKEDGT7xLj8m3MHGbe4k9Te2wa8uto1JPMecyPOq6kQ99e7m/nnO+9WeRuA5StcfckWON+qXTvu8CdIvxeGH2eQWLxTKAYcksv2Pj6rbUzk5bpDCQL+emkRepnXnbF+5/+sJCfXZnlTLLc0uvYp1y+KdZPa1geH1Ms3679j8Uzv2OwIm9YY5nkH2cSa+Xb9ZsDFrH0ofE+iFHkXgbcofR7H2AdcFrp3iaRfi+MmEraVQmXOrmltw8sC7ltsKbUcZyhye3DA5bau7X+JzclnwWhdUhyS29uePnOl9j+2Up/bo2u9TP1D6GV8fowiTX5x5kv1sq33P9YiE8sVj403hcxytbvA48VkXuKyF2ApwDfUtWyffpK4JI5xG8wLFhepk5u6Y0hZSHXy9dx+lv0s4qV9m6t/8lNCWRFaB2K3NKbG16+8ye2f7bQn/dNrKVX2/rplrLLTd/lm9uitDWsyrfLMD72YYRoqbxiFLlvBbYGzgJ+VPz/9tFDEdkU2BtYM4f4JYulQh6C3NIbS8pCrpev49hpj0NhJb2W+p9lEnLbkNv4nlt6c8PLtx88P6uZxdLL2vFrXr7DM4QSN6dFaYtYGo9yGx+t9bddF1U6K3JV9ZvAY4DPA8cCT1TV40uvPBBYWzzLlpwaAeSX3lhSzh8vX8dxFkVfZ1x1xYXc+ftvidzKNzdyq89DkmJ7GXK86Pp+isevOfNnCCVuLovSVrHSfnMbH631tzGLKlHn2KrqCar6BFV9oqoeO/bsRFW9j6p+JsbvZcFKo+ybUaPMLb054uXrOM6i6OOMq664kNuP/5Zwpchys+wfPnHaY3G8SPn4tb6xNj4OxRBK3Bzqj2Us5L/Le+2wtqiS1AfJrFMeZCw0yr4pN8rc0ussH16+jpMuQ1iWuJA7P6xaAvmkdrlZ9g+fOO3ou7xilSIpH7/WJxbHx6FwJa4zBEMsclobH630t7O0x5kUuSKyg4jcX0QeUnXN4vei8ZX4Zqw2yr7ILb254eXrDEmuliV9MdSkxJWa88HyJNJafJz50vUMvDZYrs8psgzH4/iH3+aH1fExZby/csYZYpHTQn2zZnQ5a/5EKXJF5BEich5wEfBt4KSaK0l8Jb4Za42yb6yl15VA88Va+Tppkduin7X+Z8j260rN2bGcXsfpWj+9Ps8Xi8cdxJBLfVgGpXuOeH464+SwyGlx/jVr/nRW5IrI/YEvAbcE3gsIcDLwAeCHxe/jgNdHxWjBpF5J+8bTO3//Y+LjzIfc6rMzX3Jb9LPY/6TcfnPrf3JLr5MWMfXT63M91rbfpr7oZ41lUbrniOen05XUx0er869Z8yfGIveVwJ+A+6rqi4t7J6nq84F7Am8AHga0/tiZiNxWRI4WkZ+KyA9E5CsisktE3GbCV+KbyS29YOtMRGudkDXLvBhyq8/O/Mht0c9q/5NqfkJ+/U9u6XXSwtKHT1LH4vZb73/mxzIp3VNkGeZfTj3Wyje2PVppv5b7k1njE6PIfQDwRVX91bg/GngtcD7wujaeiYgAxwKrVXVnVb07QVm8fUTcoul7pcFao4wht/SCnTMRrXVCFi3zYrCSn05a5LboZy3+5f7HQnxisZKfQ5Fbep208DNN54NV+TaX/mcZjjuwJG9YY1nmX041Fss35TO/re2snjcxitytgYtLv68Hthh75xSg7cfO9gHWqep/jW6o6vdV9ZsRcYumz5UGi40yhtzSCzbOCLSqRLFimTcLFvLTSYvUtxd1xfuf/rCQn12ZRWjNLb2Ofcrlm2L9tIbl8THF8rV2/Jor3RfLMsk/ziTWyje3nW/W+ts2xChyLwW2Gfu989g7GwObtfTvnsB3p70kIgeLyBoRWbNq1aqWXrenr5UGa41yFnJLbx9YFnLbYE2p4zhDk/L2ohgstXdr/U9uSj4LQuuQ5Jbe3PDynS+pb7+1hsXj11zpvjisyT/OfLFWvrntfLPY37YhRpF7ATdX3J4KPHx0pq2I3BZ4AvDj2aO3HlVdpap7qOoeBx988Dy9BmxYXqZObumNIWUh18vXcfLbfmulvVvrf3JTAlkRWocit/Tmhpfv/El5+23fxFp6+fEUDiz/9vDcsSrfLsP42IcRoqXyilHkngDsJSLbFr/fRbC+/Z6InAH8ELg1cERL/84D/ioiHqaxVMhDkFt6Y0lZyPXydRw77XEorKTXUv+zTEJuG3Ib33NLb254+faD52c1s1h6WTt+zct3eIZQ4ua0KG0RS+NRbuOjtf6266JKjCL3SML5t+sAVPUU4EnAhYRjEi4BXqCqH2np34nAChH5+9ENEbmviOwVETcz5NQIIL/0xpJy/nj5Oo6zKKx8aNOF3Pn7b4ncyjc3cqvPQ5JiexlyvOj6forHrznzZwglbi6L0lax0n5zGx+t9bcxiyqdFbmq+ntVPU1Vry7dO1ZV76mqm6nq3VS19SG2qqrA4wjHM/xURM4DDgN+1TVulrDSKPtm1ChzS2+OePk6jrMo+jjjqisu5PbjvyVcKbLcLPuHT5z2WBwvUj5+rW+sjY9DMYQSN4f6YxkL+e/yXjusLarEWOQCICJbisizROQdIvLfxd9nisiWXf1S1V+p6pNVdWdVvYeqPlpV53rG7hCUBxkLjbJvyo0yt/Q6y4eXr+OkyxCWJS7kzg+rlkA+qV1ulv3DJ047+i6vWKVIysev9YnF8XEoXInrDMEQi5zWxkcr/e0s7TFKkSsiTwIuAo4C/gk4qPj7YeAiEXlijL+W8JX4Zqw2yr7ILb254eXrDEmuliV9MdSkxJWa88HyJNJafJz50vUMvDZYrs8psgzH4/iH3+aH1fExZby/csYZYpHTQn2zZnQ5a/50VuSKyMOBTwJbAR8hKHH3K/5+tLj/SRF5WOfYGMFX4pux1ij7xlp6XQk0X6yVr5MWuS36Wet/hmy/rtScHcvpdZyu9dPr83yxeNxBDLnUh2VQuueI56czTg6LnBbnX7PmT4xF7muA64C/VtWDVPXDqvq/xd8DgQcSPoT2mqgYLZjUK2nfeHrn739MfJz5kFt9duZLbot+FvuflNtvbv1Pbul10iKmfnp9rsfa9tvUF2/p9v4AACAASURBVP2ssSxK9xzx/HS6kvr4aHX+NWv+xChy7wN8SlXPrHqoqmuAY4Ddo2O1IHwlvpnc0gu2zkS01glZs8yLIbf67MyP3Bb9rPY/qeYn5Nf/5JZeJy0sffgkdSxuv/X+Z34sk9I9RZZh/uXUY618Y9ujlfZruT+ZNT4xitzrgEumvPOr4r1k6HulwVqjjCG39IKdMxGtdUIWLfNisJKfTlrktuhnLf7l/sdCfGKxkp9DkVt6nbTwM03ng1X5Npf+ZxmOO7Akb1hjWeZfTjUWyzflM7+t7ayeNzGK3G8CD5ryzp7AyRF+L4w+VxosNsoYcksv2Dgj0KoSxYpl3ixYyE8nLVLfXtQV73/6w0J+dmUWoTW39Dr2KZdvivXTGpbHxxTLN/Z4ir5wpftiWSb5x5nEWvnmtvPNWn/bhhhF7suB3UTkLSKyRfmBiGwhIm8F7gn86zwiOBR9rTRYa5SzkFt6+8CykNsGa0odxxmalLcXxWCpvVvrf3JT8lkQWockt/TmhpfvfEl9+601LB6/5kr3xWFN/nHmi7XyzW3nm8X+tg1TFbki8qHyRVDkng0cCvxcRL4mIh8Xka8BPwdeUjx/WZ8RnzcWLC9TJ7f0xpCykOvl6zj5bb+10t6t9T+5KYGsCK1DkVt6c8PLd/6kvP22b2Itvfx4CgeWf3t47liVb5dhfOzDCNFSeYmqNr8gcmOk36qqG0a6nep3T/46juM4juM4juM4juM4juMMibR5aaMW7+w4Y0Qcx3Ecx3Ecx3Ecx3Ecx3GcGZh6tIKqXhR79Rpz1cmrBWvXruXwww+f2Eawbt3kVRtOEVZTFNpGbxSftm7q4l/FDTdUX3XPpsa9IS/aJricXoCrrpq8pqX3N7+ZvG7i6qsnr5pwRmFdc83kdRPf/ObkRfM2lEb/avKpys3IXVPWNpVj3bMuTaeczqh6MYXK+hzZ5qaFU0Wsf3Xxj20iteUY62GH/GuT5tr+cUo06vqrJjd1/dscup+p/W0r/xoezjO9Te6a+p+mPmFaRlXFv8m/LuNRm/SO06b/iS2rmDYSk7eNba4hftHpqiEm7k0yRBNdyqpN/xNTjlFumh5F+lf7rKpTHXWsEZkUnbcxwuC886Kga/8TU9FiZKamsJrkveuum7ympbepWjT1t3Vxb+pvr7128mqKR12aRum6/PLJa1p6m8KKqs81cazzr42fMX3gtLKvI6bJtU1UWf5pKsfYJhwj/9TFoWns6SI/lOebdY11s80mrzasWDF5AfDOd1ZfNLfHH/1o8gJaV9zx9D7lKZPXiAMOmLwAjjtu8rqJeY2bDfVzxJVXTl4QL5M0zWHqiJFvgdr09jRsdolCZzdt+p+m/Inqw2MmnE0VY06ZO0pn2/o33h7rgoqpm2ViPnaWLJbOtBiPT9f3LcS/K8uUXmvx6YNR/vft/xBnPvkZ2MMTmz991geLHwKxcqZgTHnFfA22rw8POIul82THcUrkNp723d+OsJKfQ8p7ziR9yz9Dtt+UP7ydsnzbJxblvRj5NkcsjC9907V+Dtkes1LkWhISuw56qQu5uaU3dawqvdqSuhJ6GbD04ZOhystKervSt9K93B5TnoQ51VichDn1WJt05jieprzoF0PK8l7f9N0eh2hfltqv5f4kZfm2L6zJe7kZHViTB6xh3QgxC0Vu10bZN0NZPllhKMsDZz5YVnq1IXUl9LJgJX+sWYpYpE+lu3UhyJkNa5Ow3Ogq71mcdObY3lNWysaQsrzXBWvtMXV5viu5WX6nLi9Zi3/qRgfW+p/UScEIcekVuV0b5RAMZflkhZS3g+XGkEJQyivTXj+nYyV/LAmJVhlikm1VCFpmlsHSy6nH8na/LuRYfzy9s2Ot/7HYHnNbxM7N8ttS/e+KNaV76kYHFvuflEnFCHGpFblWK6kVy6ehyMXywNpKbQwpC0GpK6GtsQz1GfJREsxSXlYm2ZaE4tRZpv7WmST1SWcZa/Fx7GOt/7HaHi229z7JxfJ7RMrla2m+mbrRgdX+py3W5L3Y/FlEfi6tItdaJS1jZdI8FNbi0wcWV2pjSFkI6vP4kWUp37YsU3q9/1kMqQhBy4i1/rYrFuuzJVKfdDqLxdqkOQZL/Y/l9phDe1+WnX4xWItPF6zMN1M3OrDW/yzD/NrSN16msZSKXMudbh/kll5rWF2pjSFlIaiv40eWqXzbYC29yzDp7ELflkBDEbOo4uPX7Fjrb7titT5bIfVJp7NYLE6aY7DS/3h7XCy+8yRdLMw3U7K8rMJa/7Ms82sr5duGpVPk5qjUzC29lsixvnXBmuVB6ttP+sZaelOfdPa9Mm2xvEb0sajiNGOtv+2KtfpskZQnnc58WZZFvxgs9D+pK4H6pm8lpe88ccr0rdS0ZnRgrf9Zpvm1tfg0sXSK3D63V1vFYiPIAcudkBUstUdr20+sYc3yIPVJZ98r01bLq+v7qZavRVLur3Lrb2NJZbvfrCyLfN6WnBf9LDCkZZuF/O+b1C1lR1hRejnT6VOpaVHpbqn/8fn14lg6RW7KjbIL1laG+mYZhL4csdIeh1ypTRVLlgept6++lbJDKHFTVkLnSsr56fWhHTnkT+ryeVdy628tlq8ly7bU6VtJ6TtPnCr6UmpaVbpbqT9DLoI5k5hQ5IrI40RERWTXWf1KsVH2vRJvjWVIr3dC7bDSHnNbqY3BiuWBNUvTGP/7VsoOocRNVQmdMynnp9cHB+zJ532TW39rtXytWLb1jTX5J4aUjSxSl28tk5vS3Up8fBGsniHaowlFLvA04FvAU/sOyFqj7Hsl3hrLkl4r9advlkHog/xWamOwIgRZsjSN9b/v9A6hxLWghM55UpIbOYynTjPW5PO+sdbf9o3l8rUWnz6wKP/EkLKRRcrybd9Yk/cs91eW8EWw+veHaI8LV+SKyJbAnsBz6VmRa61RWrNU65tlSq+1+PRB6kJfudO1oPTKjdj8sWJpGsNQ6bVSn2OUsilPwpx6rE3CnLTIbTxNfdGvK26JuFj6ln+GbL8pG1mkLN/2iUV5z40O2mFhfOkby0aIC1fkAn8LnKCqFwBXiMjuVS+JyMEiskZE1qxatSoqIEtCYurbo7qSW3pTx6rSqy2pK6GXgZQP4o/FSnq70rfSvdweU56EOdVYnIQ59VibdOY4nqa86BdDyvJe3yzDzjdL7ddyf5KyfNsX1uS93IwOrMkD1rBuhGhBkfs04Oji/6OL3xOo6ipV3UNV9zj44IM7BdC1UfbNUJZPVhjK8sCZD5aVXm1IXQm9LFjJH2uWIhbpU+luXQhyZsPaJCw3rG7360KO7T1lpWwMKct7XbDWHlOX57uSm+V36vKStfinbnRgrf9JnRSMEBeqyBWR7YB9gQ+KyFrgUOApIiLzCqNroxyC3D68lPJ2sNwYUghKeWXa6+d0rOSPJSHRKimfuevUswyWXk49lrf7dSHH+uPpnR1r/Y/F9pjbInZult+W6n9XrCndUzc6sNj/pEwqRoiLtsh9IvARVb2zqq5U1TsCFwIPmofnViupFcunocjF8sDaSm0MKQtBqSuhrbEM9RnyURLMUl5WJtmWhOLUWab+1pkk9UlnGWvxcexjrf+x2h4ttvc+ycXye0TK5Wtpvpm60YHV/qct1uS92PxZRH4uWpH7NODYsXufBZ4+q8fWKmkZK5PmobAWnz6wuFIbQ8pCUJ/HjyxL+bZlmdLr/c9iSEUIWkas9bddsVifLZH6pNNZLNYmzTFY6n8st8cc2vuy7PSLwVp8umBlvpm60YG1/mcZ5teWvvEyjYUqclV1b1U9Yezeu1X1BbP4a7nT7YPc0msNqyu1MaQsBPV1/MgylW8brKV3GSadXejbEmgoYhZVfPyaHWv9bVes1mcrpD7pdBaLxUlzDFb6H2+Pi8V3nqSLhflmSpaXVVjrf5Zlfm2lfNuwaIvcuZOjUjO39Foix/rWBWuWB6lvP+kba+lNfdLZ98q0xfIa0ceiitOMtf62K9bqs0VSnnQ682VZFv1isND/pK4E6pu+lZS+88Qp07dS05rRgbX+Z5nm19bi08TSKXL73F5tFYuNIAcsd0JWsNQerW0/sYY1y4PUJ519r0xbLa+u76davhZJub/Krb+NJZXtfrOyLPJ5W3Je9LPAkJZtFvK/b1K3lB1hRenlTKdPpaZFpbul/sfn14tj6RS5KTfKLlhbGeqbZRD6csRKexxypTZVLFkepN6++lbKDqHETVkJnSsp56fXh3bkkD+py+ddya2/tVi+lizbUqdvJaXvPHGq6EupaVXpbqX+DLkI5kyydIrcFBtl3yvx1liG9Hon1A4r7TG3ldoYrFgeWLM0jfG/b6XsEErcVJXQOZNyfnp9cMCefN43ufW3VsvXimVb31iTf2JI2cgidfnWMrkp3a3ExxfB6hmiPS6dInca1hpl3yvx1liW9FqpP32zDEIf5LdSG4MVIciSpWms/32ndwglrgUldM6TktzIYTx1mrEmn/eNtf62byyXr7X49IFF+SeGlI0sUpZv+8aavGe5v7KEL4LVvz9Ee8xKkWutUVqzVOubZUqvtfj0QepCX7nTtaD0yo3Y/LFiaRrDUOm1Up9jlLIpT8KceqxNwpy0yG08TX3RrytuibhY+pZ/hmy/KRtZpCzf9olFec+NDtphYXzpG8tGiFkpci0Jialvj+pKbulNHatKr7akroReBlI+iD8WK+ntSt9K93J7THkS5lRjcRLm1GNt0pnjeJryol8MKct7fbMMO98stV/L/UnK8m1fWJP3cjM6sCYPWMO6EWIWityujbJvhrJ8ssJQlgfOfLCs9GpD6kroZcFK/lizFLFIn0p360KQMxvWJmG5YXW7XxdybO8pK2VjSFne64K19pi6PN+V3Cy/U5eXrMU/daMDa/1P6qRghCiqOkhAcybJSDuO4ziO4ziO4ziO4ziO44whbV5K1SJXRpeIHFL+Pesz6/6lHHfPi3T8Sznunhfp+Jdy3D0v0vEv5bh7XnhepOhfynH3vEjHv5Tj7nmRjn8px93zIh3/Uo6758Xc/WuHqiZ9AWvm+cy6fynH3fMiHf9SjrvnRTr+pRx3z4t0/Es57p4Xnhcp+pdy3D0v0vEv5bh7XqTjX8px97xIx7+U4+550W9e1F2pWuQ6juM4juM4juM4juM4juNkgytyHcdxHMdxHMdxHMdxHMdxjLMMitxVc35m3b8hw7Lu35Bh5ebfkGFZ92/IsHLzb8iwrPs3ZFi5+TdkWNb9GzIs6/4NGVZu/g0ZlnX/hgwrN/+GDMu6f0OGlZt/Q4Zl3b8hw8rNvyHDsu7fkGFZ968WKc5kcBzHcRzHcRzHcRzHcRzHcYyyDBa5juM4juM4juM4juM4juM4S40rch3HcRzHcRzHcRzHcRzHcYzjilzHcRzHcRzHcRzHcRzHcRzjuCLXcRzHcRzHcRzHcRzHcRzHOK7ITQQR2UZEtprRjy07vr9tRBhT3YjILbv6W3J7axG5j4js1jU9Y/54XiwZ82gjy8Ky9BeztI/C/dL0F54XN3tuIi+WhaH7i5g60cadlXphoY0U7yxcvhCRXac830BENij+30REdu+SHyKyZeGmMa0icq+2fla43UNEHici+09LzxR/PC/W+7PwNuL9xc2eW8mLhbeRWdpH4X5p+gvPi5u9YyUvXNZa709tPs5aJwp39uuFqi71BZzT8GxX4Hjgy8DOwFHA74DTgbvVuHlO6f8dgK8Xbr4N7NIQ1hXAB4GHAtIy7rcHPgJcBdwAXFxchwEbR+TFxQ3P9gTOB84D7g98FfgZ8HPgATVuXlX6/+7ABcCFwFrg/g1h/Rn4GvBc4JYt4373ws1PgOuB04qwjgK29ryYKS8W3kZi2kdPbcTzwlAbiWkfPbURzwvPiyr/vL+YUi9i6sQS1IuFt5HY/Bg4L/4W+A1wCXBAEdaJwC+A/WvcvK/0/4OKOntSkX+PagjrhiJNbwDu3jLuewFrivy4EvgScAqwGrij50VveZHbOOJ5YaiNxLSPBbQRzwvPi/H7LmvNUCdSrRedMszqBTy+5noCcFmDu5OB/YGnARcBTwWkuPf1Gjdnlv4/BjiEYNn8uDo3xbs/Al5UFNIvgXcBfz0lXScCe5fS+E5gC+CNwKoaN/9Sc70EuKIhrNOB3YAHAL8FHlTc3x04pUVefBnYr/j/fsC3G8I6B3gM8HHgcuALRd5v1uDmVOCuJf8/XPz/98BnPC+m5oXpNhLTPmZoI54XibSRmPYxQxvxvPC88P5izv1FTJ1IpF6YbiOx+RGZF++uud4D/L4hrO8BtwV2BH5fCvfOwJoWeXESsHvx/051bkph3RP4d8Kk6yzgX4GVU9zcuvh/R+DY4v+HA//neTE1L0y3Eby/WFRemG4jRLSPGdqI54XnxVz6C5ZX1upcL2LqRAr1oupalqMVPgU8ljBBKl+PATZtcLeVqh6nqp8E1qnq0Ro4DtimRbi7qOqRqnqjqh4LbNvw7jWq+l5V3ZPQyH4JvE9EfiYib6pxs52qrgZQ1c8BD1HVa1T1VcBDaty8qYj7VmPXljQfpbGxqp6jqt8hTE6/VYR7JrBZg7sRt1fV4ws3p09xs05Vv6SqzyBYHX0ceDLwCxH5RI2bzVT1RyX/dyv+/wBhhacKz4v1WG8jMe0D4tqI58V6rLeRmPYBy9lfeF6sZ8i88P5iPTH1YtY6ATbrhfU2AsPJFwcB5wLfHbvWEKxualHVX6vqhQTLmlG4F9Hu6LdbFPmGqv4M2LA5KD1XVf9NVe9CmDjeBvimiHy7xs2GqnpZ8f/FhEkgqvpV4A41bjwv1mO9jXh/sZ4h88J6G4lpH7Cc/YXnxc2CGSwvXNZaT1S9mLFOgM16McFGbV80ztnA21T13PEHIvKwBnflQnnH2LNNatzsICLvJljW3FpENlbVdcWzjRvCktE/qnox8FbgrSJyV8IqRhWXicgzCZYzTyCYuSMiQn1FPBP4vKp+dyICIs9riF/Zv1eMPavLi51E5IuEtO0gIpur6h+LZ23z4lqC5dExIrI1wRy+ip+KyKsJW00fD3wfQEQ2pr4ee16sx3obiWkfENdGPC/WY72NxLQPWM7+wvOiFI3RPwPkhfcX64mpFzF1AuzXC+ttBIaTL84AzlXViUmLiBzWED9EZANVvRF4TunehtTnxa4icjYhbStFZBtVvbI4C69VXsBNk8jTReQl1C9crBGR/ybkxQGELY+IyObUT+o8L9ZjvY14f1GKxuifAfLCehuJaR+wnP2F50UpmPKPnvPCZa31RNWLiDoB9uvFJNrSdNfyBTwYuFPNsz0a3B0CbFlx/y7AETVunj12bVPcvy3wpoaw3hGRrjsRGse5wMeA2xX3twOeUOPmrsCtap5t3xDWY4HNK+7vDLysxs1eY9eWo3CAf2gI66UReXFLwgT1SwTz9a2K+1tTs420yItbe17YbyMx7aNwF9NGPC/WuzHdX8S0j8JdbH/hebE+L8z2nQPnhfcXM9SLmDqRSL1YZBsZxc+KfLFtVZpahHVfYNOK+yuBZ9a4ufPYtXFx/1bA4xvCenpE/DYGXgi8l2Bls2FxfzPgzp4XU/PCx5Gb54XLF7rwNrJJcb+2jcS0j8Jdav2F50WHvnPgvHBZa4Z6EVMnauqFqTZSdUnhyHEcx3Ecx3Ecx3GcHhGR26jqpUO4G8rNLO6cgIhsp6qXD+FuKDezuHMcp56lOCNXRDYSkUNE5AQROVtEzhKR40Xk+YW59tzcldwcbzWshjis6uom1p2FsERkwyL/3iAie449e1WDf53dLTCsB7Z0s7mIvExEDhWRTUXkQBH5ooi8VUS2bIhfZ3dDuZnFXYU/F7R9d1Z3Q7lp405E7lX6f2MReVWRf2+SsL1jbu6GcjNDWC8SkVsV/99FRE4Wkd+JyGkisltDWE3u7jmQm7bx27mNOxH5nIg8s0sbinVXuHlGhJvY+D1DRLbo4GYnEfmQiLxRRLYUkQ+IyLki8mkRWTlPd0O5GXP3hg5hbSAizxGRL0uQR74rIkeLyN4N4XR2U3J3kIh8yWhYW4vIW0TkhyJyeXGdX9y75TzdLSis87uE1RCH47u6iXVnISwRuYWIvFlEPioiTx979r4G/zq7sx6WiNxWRN4vIv8pItuJyGEico6IHCMit2uIX2d3Q7kpuXtfx7C2Hbu2I2y/3UZEar+vEuOuws22EW76jN8jS/9vLSL/LWGO+wkR2b4hrLK7W7ZxNwc3sfFr5U5CvzqSz/YQkZ8Bp4nIRSKyV0NYnd0N5WaGsM6UIKvvXOfvvNwN5WbM3U4d3OwhIieJyMdE5I4i8lURuUpEzhCR+0S4uXdkWJXuYuI3Q7q2FJHXi8h5xbuXicipInJgQzid3SwwrHO7uJvwZxksckXkk8DvgA8Dvyhu70DYmritqj5lXu6shyX1A64AZ6nqDjXx6+zOelgi8kFgc8KXHJ8FfENV/6V4dqaq7l4Tv87urIclIscAPyeY7N8VOJ+wrXZ/4Laq+qya+HV2N5SbGcK6Ghh1fKOzbTYH/kg4tPwWNWF1dldyUz5Dp62b2Ph1Ceum+iIibydsq/4fwhlH26nq39WE1dndUG5mCOs8Vb1H8f+XgQ+q6rESlDn/ruFjUlVhdXY3lJsZwvol8B1gX+BrwCeBL6tq4wcnYtwN5WaGsE4u3tsaeCahHh0DPAJ4hqruOy93Q7mZIaz/AS4i5N0TCV8D/ibwcuALqvqeebhJJKz/JZwv/GFV/XVx77YE+exhqvrwmrA6u7MelohUyjeEsehLqlqn3OrsznpYIvJZ4MeEr3M/B1hH2Hp53RRZsLM762GJyAmEr6BvATyd8EGcTxLOA3yYqh5QE7/O7oZyM0NYNxL6mDI7EOZ2qqqVSp4Yd0O5mSGssnz2QeDXwAcIZ2bupaqVZ2zGuBvKzQxhnaOquxX/n0TYAn+GiOwCfEJV96gJq7O7odzMENaFwGcJH836NaFNfUpVf1UVxizuhnIzQ1inA69l/VEE/6yqnxGRhwJvVNUHzMNNImF9ATiWIJ89mdDvHg28Cvilqr5yHm5SCKsSjTjXwdoF/Kjh2QXzdGc9LOAG4GfAhaVr9Pv6Bv86u7MeFnB26f+NgFXA54AVwPca4tfZnfWwgO8Xf4UwkEjp99kN8evsbig3M4T1HuAjlM4ZAi6sC2MWd0O5mSGs75X+/z7rz4malu+d3Q3lZoawflT6/4yxZ01hdXY3lJsZwvpe8XcrwmLRV4DLCMq+R0zL9y7uhnIza1jF/xfXPZuHu6HczBDW2WO/Ty3+rgDOn5ebRMJqks/m+sx6WAT57ETgpIrr2gb/OruzHhaFTFL6/W/AKYTFxDMb4tfZnfWwaO5jvt8Qv87uhnIzQ1gvBU4Adivdu7AujFncDeVmhrDOLP0/Xq+a8r2zu6HczBDWD4GNiv9PHXt2TkNYnd0N5WaGsMr592DgfYR53UnAwS3zvZW7odzMEJZ1WXDIsM4a+31G8XcD4IfzcpNCWFXXUhytAFwpIk+S8FU5ACRslXsKcOWc3VkP62fA3qq6Y+naSVV3BH7TEL8Yd9bDuunLhKr6Z1U9GDiLIJg3bcmNcZdCWGjoJb5S/B391iY3se6GctPVnar+P+BdwCdF5B+L9tUmjM7uhnIzg7utReRxIvIEYIWqriv8mpbvMe6GchPr7jMicpSE7U/Hisg/icidROQg4OKGsGLcDeUm1t2oHV2tqh9V1UcRLN5PA/61IawYd0O5iXV3o4jsIiL3BTYXkT0AROQuNH9ZNsbdUG5i3a2TYluhBGvF6wFU9Trq21WMmxTCukjCsT43bZkVke1F5OWEXSJ1xLizHtb5wCGqus/4Bfy2IX4x7qyHtaIss6vqvxMW208mKD3riHFnPazyHPMjDc/m4W4oN1HuVPVtwPOA14jIO0RkK9rJdZ3dDeVmBne3EZF/kfBV91uISHkXWVO+x7gbyk2su/8EviIi+wIniMgRIvIQEXkdwQihjhh3Q7mZxR38//buPVjWqrzz+PcnqMRowIAKQVKQaEbNBEQRqUEEb0giglZiMjoaxUIwiIgaRUETxJqM0SRakTiM5TiYxERGHTCaUHgLKEQlCmKCAfGCUa4iNw2iXJ75Y70b+2x6X3rvTffqc76fql199tvv8z5Pr15nc3j26vUCVfXZqjoK2Bn4Y2DsCs+NiJtWzIRxtyY5MMlzgEryLIC0bSnu2MCYecj1H0meMJz3TOB6gKq6Ezb5BOp6Y+Yh193VKju+PX/R7kJ3Gm1lzddoH/+5dji220bG9Z4LeBmwxxLPvXyZ+iaO6z0X7U7cB405fjhw2zL1TRzXey7gPYy/g/ovA+cuU9/EcdOKWU/ccM69gGNoH6G9crlz1xs3rZhJ44BTaasRF74eMhzfEfjURsZNK2adcYfRmnrXAT8Avgr8EbDtCuM4cdy0YtYSB3xmtfNtvXHTillHrqcAl9KaOk+gfURu4b/Fz9rIuGnFrCPXk2nN/8ton4bZZzj+IOCtGxUzJ7keSPsfsUtov1i/fhjLP6ZtfbVUronjes9F247iPy3x3HJzcOK43nPRPi761DHHDwIuW6a+ieN6zwWcxPh/nz0M+NAy9U0cN62Y9cSNnPdM2hYVV6907nrjphUzSRzto9WjXw8aju8I/OVGxk0rZp1xB9D+v/5C4F9onxQ6guGTZBsZN62YtcQBH5hkvq0nblox68j1aOAs4EzgEbRFOjcAFwP7blTMnOTag7aV5I3AucCvDMcfBByzUTHzkGvsddYyKXv+ov1meAfgr+/puHnINcQu+R+QjY7rPVfv9c1iLBi2I7gn46YVs5Y4YCfg+2sYv4njphWzzri5mLdTyvVXa8w1cdy0YtaRy3nx05iPAfeaRty0YlYbR1spsMMk47eWmHnItSh+P+DVLLO1x0bF9Z6L9ouBV62h+9MJKgAAEiBJREFUvonjes/Ve32Oxczq24+2F+Ja/g5PFDetmHXkcl5sOn49/2yfZn3Oi/l5r7qeF73PpfXEbS43O/u7MYefTPuoOVV1yEbF9Z5rTEyAJ62hvhXjes/Ve33TzGV9y8ZA33+Hu6pvmrl6r2+auWZcnz8vNuW82EzqW0eu86tq7+HPh9M+NXQG7WZxH62qtyyRa+K43nMtinnJEHP6hPWtKq73XL3X51h0U99RTP53eFVx04rZoFyHA0evNH5rjZtWzAbm6vln+zTr8+fF/Pwd7u7nRe8/Y9YTdzc1Qde31y/gAtrHzQ8A9h8erxr+vP9GxvWei/YRhrXUN3Fc77l6r8+xmFl9vf8dnmZ9zgvnxazHvfd50XUu65tdrpE//zM//Rjtz7L8TWAmjus9V+/1ORaOxTzW51g4FrPO1Xt9jsX81OdYbEzc3a6z2hN7/qLtCflK4BPAo4dj37wn4nrP1Xt9joVjMY/1ORaOxaxz9V6fY+FYzGN968h1EW0/2e2BLy56brm7Nk8c13uu3utzLByLeazPsXAsZp2r9/oci/mpz7HYmLjFX1uzGah2h7e3J/ng8HgNrPza1hLXe67e65tmrt7rm2Yu65ufXL3XN81cvdc3zVy91zfNXL3XN81c1jebXMC2wJdo23NUkh2r6uok9x+ObWRc77l6r2+auXqvb5q5rG9+cvVe3zRz9V7fNHP1Xt80c1nf/OTqvb71xG1qtR3fefoCngH80TTies/Ve32OhWMxj/U5Fo7FrHP1Xp9j4VjMY33riRti7wfsNo243nP1Xp9j4VjMY32OhWMx61y91+dYzE99jsX64jaLm51JkiRJkiRJ0ubsXrMuQJIkSZIkSZK0PBu5kiRJkiRJktQ5G7mSJEnaRJKzk0y0/1aSFyWpJC+6h8qaWJITh5oOmHUtkiRJ0nrZyJUkSdKKkhwwNEVPnHUtkiRJ0pZo61kXIEmSpO78Lu0OupM4Hfg8cNXGl7NmJwMfAP591oVIkiRJ62UjV5IkSZuoqokbn1V1E3DTPVDOmlXVdcB1s65DkiRJ2ghurSBJkjRjSXYdti04NckjkpyR5Pok/5Hk3CQHLhF33ySvS/KVJLckuTnJZ5P89hLnH5LkU0muSvLjJFcmOSfJUYvO22SP3CSnAv84fPuHQ60LXwcM5yy5R26Sxyb5cJJrh7zfTvKuJDuNOffU4Tq7Jjkyyb8kuTXJNUnenWTbVQ7rknvkDsfOTrLDcM2F8bg4yWGrvf5wrd2T/G2Sy4drfC/JBUnekeTei87dOslRST4/vFe3JLkwydFJ7vbv8jRHD3XdmuSKJCcn2XbId/lqXu/w3F1zbMxz90vy+iRfHubcD5N8Lslzx5x71xYbSR6d5O+T3Di8lnOS/JclxmmrJC9Ncl6Sm5L8KMnXk7wnycPXM06SJElbClfkSpIk9WM34HPAvwL/C9gJ+B3gzCTPq6rTFk5Mch/gLGB/4BLgL2jbIfwWcFqSR1fV8SPnHzFc82rgo7SVqg8GdgcOA961TF1nDI8vBM4Bzh557vLlXlCSg4EPAwE+BHwbeCzwe8ChSfatqnHXeCvw9KHWjwNPAl4CPAx48nI5V2k74DzgJ0Nd29DG7r1J7qyq9610gSS7A18ACvg74FvAzw01HgW8AbhtOPfew2t5OnAp8DfArcPreifweOAFi1K8AziGtl3Fu4drHTqce5+h9nVJsh3waWBP4ALgvbTFHk8H/ibJr1bVG8aE7gW8ljZf3wP8IvCbwKeGuXfpSI77AH8PPBX4zvDabwZ2BZ4NnAtcNpy7lnGSJEnaItjIlSRJ6scTgT+pqtcsHEhyMq1ZdkqSM6vq5uGpV9OauGcCh1TV7cP5bwLOB16f5GNV9U/D+UfSGn97VNW1o0mT7LBcUVV1RpIbaY3cs6vqxNW8mCT3B06l/ZvzgKr67MhzxwFvoTUox6043gf4tYVtHpJsTWs4PinJ3lV1/mpqWMYewP8GjqyqO4Ycbwe+AhwHrNjIpY3HNsCzquojo08keSBwy8ihE2jNyZOBY0dybkUbgxcn+dDCdYaVrccA3wD2rqrrh+Mn0FZH70Rriq/XO2hN3OOq6q0j9W9Da+AfP9T15UVxzwAOq6pTR2KOBE4BXkFrZC84kdbE/SjwnKr68UjMfWnN7wUTjZMkSdKWxI8mSZIk9eMm4KTRA1X1ReD9tBWkzx556sW0laCvWmjiDudfC7x5+PbwRde/nWGF6KIc99Q+socC2wOnjTZxB39KW837tCS/OCb2pNG9eofX+H+Gb/fegNpuoY3dHSM5vkpbpfvIJA+Y4Fo/Wnygqm6oqjsBhu0Ajqathn7lopx30JryBfy3kUssbPHw3xeauMP5twKvn6C2JSXZHng+8MXRJu5InuNoK6mfNyb8vNEm7uC9tDl21/szNGCPoo3RS0ebuEOeH1fV94Zz1zJOkiRJWwxX5EqSJPXjgqr6wZjjZ9NWf+4JvG9oMj4MuKKqLhlz/qeHxz1Hjr2f1jy9OMlptC0Szltoot1DHrOonrtU1e1JPkP7eP2ewOIbrH1xzPW+Mzw+cANqu2xkdfO4HNsB496LUafRVp+ekeRDwCdpY/qNRef9Cq2hfRnwhiTjrvUj4JEj3y+M3Tljzv0srWG6Xo8DtgIqyYljnl/Y4/eRY5672/tTVbcluYZN359HANsCX6iqK1eoZy3jJEmStMWwkStJktSPa5Y4fvXwuO2ix6uWOH/h+HYLB6rqz5JcR1sdeQxwLK2Bdw7wmmHl70abuM4RN445ttC83Go9RS1z/YlyVNX5SfajbQfwWwx7tya5FHhTVf3tcOr2w+PDgT9c5pL3H/nzwtjdbU5U1R1Jvr9SfauwUNfjhq/V1LVgufEbHbuF9/aKCeqZZJwkSZK2GG6tIEmS1I+HLHF8x+HxpkWPO445F9r+qaPnAVBVf1lV+9AaZs+g7RH7ROCsJA9eU8XLW1Od86SqPldVB9NWoe5L29biIbQbhT11OG3h9Z1eVVnma7eRSy/E3G1ODNsVbL/4OHDn8Dhusca4ZvlCjrevUNeTlhyAlS00fHdexblrGSdJkqQtho1cSZKkfjxmib1ZDxgeLwQYtl/4BrBzkoePOX+h8XbBuCRVdWNV/UNVvYR2M7KfB/ZbobaF/UonWQ174fB4wOInhpuXPWG5OufJsNfrP1XVH9BWPEPbIxjgElpDc58k9x57gbtbGJP9xzy3H+ObtTcMj7uMeW6vMcfOpzV/V3rv12Phte+e5BdWee4k4yRJkrTFsJErSZLUj22BPxg9kGQv2s2dbgJOH3nqvbQbUb1tWKG5cP4OwBtHzlk4ftDQPF1sYSXuLSvUtvBR/nE3JlvKGcD1wHOT7LPouWOBXwI+OXpTs3mSZL8k2455amEV7S1w143a3klbgfznSX5mzLV2SvKokUOnDo8nJPn5kfO2Af7HEiWdPzweNvpeJ9mFRfNqqOta2t7JeyV547j5keSXk6x5Bexwk7J3AT8DnJLkvouuf58kDxrOXcs4SZIkbTHcI1eSJKkfnwEOT/J44DxaQ+t3aL98P3LRzbn+BPh12qrPi5L8A3A/4Dm05uxbq+rckfM/ANya5FzgcloTeD/a3qhfot2oazmX0vY5/a9JfkK7OVkBf1VV3x4XUFU/TPJi4IPAOUk+OMQ9FjiQtvfvkSsNSsdeDRyY5Gzgm8APgV+lvS83AO8eOffNwB7AS4FnJvk0bTwfTNsTdl/aXrtfBaiq85K8E3g58K/DzdRuo73fNzBm3+Gq+sJwA7knAucPOR4CPBM4i/ErdY8e8p8EvGCYH9cAv0C7qdjjgOcC35p8eO7yJuDxQx1fS/Ix2o3kdqHNg9fw08b1ROMkSZK0JbGRK0mS1I9v0RpYbxke70v7iP1JVXXW6IlV9ZMkTwNeBTyP1vC7HbgIOHbkRlsLXgc8HXgM8BvArcC3geOA/1lVty1X2HCDrWcPtf028ABaM/jc4TpLxX0kyb7A8UP+bWkN3FOAN1fVlcvl7dy7aE3Vx9MajFsD3x2O/+log7uqbkvyLOD5wIuAg2k37foe7X1/I2117KhXAF8DXkZreH+ftir7eNr7PM6hwNuGx5cDlwGvBT5Oe982UVU3J9kfOII2j34T2IbWzL0MeCXwidUNx3jDXD2INqd/F3ghbe5cObyec0fOXcs4SZIkbRFSVbOuQZIkaYuWZFdak+p9VfWimRajuZDkcoCq2nW2lUiSJGla3CNXkiRJkiRJkjpnI1eSJEmSJEmSOmcjV5IkSZIkSZI65x65kiRJkiRJktQ5V+RKkiRJkiRJUuds5EqSJEmSJElS52zkSpIkSZIkSVLnbORKkiRJkiRJUuds5EqSJEmSJElS52zkSpIkSZIkSVLnbORKkiRJkiRJUuds5EqSJEmSJElS52zkSpIkSZIkSVLnbORKkiRJkiRJUuds5EqSJEmSJElS52zkSpIkSZIkSVLnbORKkiRJkiRJUuds5EqSJEmSJElS57aedQGSpE4kBcC9Rn7HN+7P0zi2OeXbnF6LYzc/+Tan1zLDsSty16E779z0caOO3ZPX3tzzbU6vxbGbn3yb02tZSz6AGv3hKEmaKlfkSpIkSZIkSVLnbORKkiRJkiRJUuds5EqSJEmSJElS52zkSpIkSZIkSVLnbORKkiRJkiRJUuds5EqSJEmSJElS52zkSpIkSZIkSVLnbORKkiRJkiRJUuds5EqSJEmSJElS52zkSpIkSZIkSVLnbORKkiRJkiRJUuds5EqSJEmSJElS52zkSpIkSZIkSVLnbORKkiRJkiRJUuds5EqSJEmSJElS52zkSpIkSZIkSVLnbORKkiRJkiRJUuds5EqSJEmSJElS52zkSpIkSZIkSVLnbORKkiRJkiRJUuds5EqSJEmSJElS52zkSpIkSZIkSVLnbORKkiRJkiRJUuds5EqSJEmSJElS52zkSpIkSZIkSVLnbORKkiRJkiRJUuds5EqSJEmSJElS52zkSpIkSZIkSVLnbORKkiRJkiRJUuds5EqSJEmSJElS52zkSpIkSZIkSVLnbORKkiRJkiRJUudSVbOuQZKkNUlyRFW9e9Z1aH44ZzQp54wm4XzRpJwzkqRJuCJXkjTPjph1AZo7zhlNyjmjSThfNCnnjCRp1WzkSpIkSZIkSVLnbORKkiRJkiRJUuds5EqS5pl7ymlSzhlNyjmjSThfNCnnjCRp1bzZmSRJkiRJkiR1zhW5kiRJkiRJktQ5G7mSJEmSJEmS1DkbuZKkzUKS309SSXaYdS3qW5K3JbkkyVeSnJ5ku1nXpP4kOSjJpUm+nuR1s65HfUuyS5J/TPJvSS5O8opZ16T+JdkqyYVJPjbrWiRJ88FGriRp7iXZBXga8O+zrkVz4RPAf66q3YGvAa+fcT3qTJKtgL8Afh14FPDcJI+abVXq3O3Aq6vqkcA+wMucM1qFVwD/NusiJEnzw0auJGlz8HbgtYB38NSKqurjVXX78O3ngYfOsh51aW/g61X1zar6CfAB4NAZ16SOVdVVVXXB8Ocf0JpzO8+2KvUsyUOBZwDvmXUtkqT5YSNXkjTXkhwCXFFVF826Fs2lFwNnzroIdWdn4Dsj338Xm3JapSS7AnsCX5htJercO2i/hL5z1oVIkubH1rMuQJKklST5JLDjmKdOAI4HDpxuRerdcnOmqj4ynHMC7ePQ759mbZoLGXPMFf9aUZL7Ax8Gjq2qm2ddj/qU5GDg2qr6UpIDZl2PJGl+2MiVJHWvqp467niSXwN2Ay5KAu0j8hck2buqrp5iierMUnNmQZIXAgcDT6kqG3Ra7LvALiPfPxS4cka1aE4kuTetifv+qvp/s65HXdsXOCTJbwDbAD+X5K+r6vkzrkuS1Ln4/y6SpM1FksuBvarqulnXon4lOQj4M2D/qvrerOtRf5JsTbsR3lOAK4B/Bp5XVRfPtDB1K+23ie8Drq+qY2ddj+bHsCL396vq4FnXIknqn3vkSpKkLc3JwAOATyT5cpJTZl2Q+jLcDO9o4CzaTav+r01crWBf4AXAk4efK18eVltKkiRtGFfkSpIkSZIkSVLnXJErSZIkSZIkSZ2zkStJkiRJkiRJnbORK0mSJEmSJEmds5ErSZIkSZIkSZ2zkStJkiRJkiRJnbORK0mSJEmSJEmds5ErSZIkSZIkSZ37/4C+BOjCkC5/AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a2e16ceb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a2db4a6a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a2ef67c18>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a2ee13828>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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4c+zXtDumr3rpoi4B3qaqVxQ/NGwN8fr487lj7v8noc2Vt4NYSZgpujZh+4e6LFm2r2FJ941w0yyzlwJ/AP5dw/Lh4r5/Aq8iOADKS3aL7TTeMWIXyuWaCQkfndsXWKGq7ylfi+m8jrC35LjtJk5U1YNHzn2W4Ai5XymNNQmzk68BXqQjKxhU9VpVvSze20ZOVRQrD34/5tpeBOfct1X10NGLqvrrCXG+TEvbNKjqpQRH1ibAuFn5f2T1KorRNM4n7GF7UszP6wj2e0vCRyRPnpCHRqjqKwlL37cg1MXrCLNxzwIOibanuPcawkzINRixjxK2Oyls06YjyZxFaGfbEhxiWwMvIDhY3wi8Y+T+W8e/TyFstfNEggzvRFiVsCPwXRmzNcoIzyc4+b+oS7eOaIWI3I0w+PAJVf3htPsJg48AryxvUyAia3Hzuh+VWSOirj2A4DDcnTDo9TKC3h3OzWdWA/wvoT0+Ps4+L/MKVm9dMJqvzxFmnW5JGGDckbBqZRlhxcq/jNxf1OVbCU7THQn75D+c8Gx8Cau3mGhblra8ibCv7n46YXuVUp7a6n5BsT3IpBVPjuM4ToestegMOI7jOAunWBqnDcM9MP7dVcIXyUe5NeGlc3vCDNwyK5beTuFMaPICOEseRvfRa4yIPJGwJPwPhFm3dfc5vCmK+LeJ7NuEOUPHL588jvA193uzdBn3j0ZvVtV/isgJhCXU9ybMeqtiJ8IspePGXPsRwcF47ylxLIK+6qVt21tSN4QtIm5gvDwv0fHbQRxH2Lu3Th18hTAj+5si8jWC8+FEVb1w5L7tCVt4/BJ444SVt9cQHFoFO8W/VeWalfsSbMGSPbYjxR6/dx1zbYm9UtXrReSP3Nxe7UBw0J2iqr+bkp82cqpi8/j3ijHXHhD/Vu19OspVGvbKHKXKTp816rwuEJF7E7ZquZSwzcCZhAGMfYG3Exxw91XVSYMeU4nLvD9EcKa9keAgvpLw4agPEBxzL1XVj5WCvYKwHcW/i8gDCY7mzQnO1pXAPQl26iZU9YiRpC8BPi0iZxAc0q8WkfeXBgrXLP19fmmA7C8i8hxCHe9M2MbiyxPKtgarB2nmsq1C3NrjCwTn/2un3F5wGKHO9gR+LiLfJmxRswfhufBL4M6MyKxF3pYRBmLXJ+zleiKwAWFrl/cBe4vIAwu7pqoXi8ibCE7pE0XkG4TB6XvFvJ3N+LocHXg4h7Bv/V8JgykHcvOBzqIufw88oeQwPUZEnkxYffJKEXmnxv1tm5alDSJyP8Is4fepat0tShrrfoliwG3sdiKO4zhOt7gj13Ecx/kdwQGxVcNwheNg2h6bG42eUNVxe54WzppJe9PNNQ+snlHSChF5POGl9lLgYRr2vB2lcEpsMuYawMYj97UNM40/TjhfyGBcWm3CjLIJcLmO+WCLqt4gIn9i9QynPumrXrqoSxhTN9HJ/mfGy3PmulTVU0XkIcB/EraReBaAiPwCeIuqFg6ook3emaUfeCtTbpNF+lXlmpUiX/eNR518FUzao/kGbm6vipnVvx1z76T8NJFTFYVDaT2Wzppukq+CqjLDeDs91qbG2ZqHE2ZF3l9Xf+zrr8C7ReQ2BKfSvzN+v966PIewB/AHVPXdpfMniMhehOXy7xaRQ4oVAqr6cxG5D2EW5SNj+EsJewJ/mTDgd2mdxFX1DBE5lbAP8gMJWzrAauf6tYTtKsphVES+RXDk3o8JjlyC4/SOjPnI2Qy8njCI87DyiokqVPVGEXkcYVDnWfG4nuAEfA5h1cadqSmzCg4mzHb9l1J5/wJ8Mn6o64OEdrNfKW/vEpGfE3Tp0YQtRc4lbPHzLwTHZN18fYLgyB3dU7eoy6NGZ72q6lkispLg0L4rq/d7b1yWJsT29QXCljtjP1w4jhl1v9iDunLmr+M4jtMNvrWC4ziOU3wcZ9IHXSZxk5NKVaXiGDfLbl60zoOqNp0FeRMisg9h/9s/EvbR+8WEW4vz20+4XnzB/oI6YeIL2zYEZ8o4x/EkbjPhfPGBmHGOxDZhRrkK2CzO/LoZsSy3YvXHkPqk2I9525iPURrVy5zD1GFJ3cRl/ZszXp7zqEtU9Seq+ljCbMxdCPuB3obwobDiY1tFXEdMaZPblKIuwlSVa5Rim4hx9Tduq4oijQ9MyVfTD8+VKZyft69xbxs5VVE4XMbJqkm+ZmGSTd2BsI3AeSUnbplj49/7zJh+8UGzY0cvxHTPJzjG7zJybaWqPldVt1LVdeLfVxL2fIWwb3ldLot/NyydK+zA1Vra3qRE4Rwc/UBbmeIjZ5+suKcpOxFWBRwnIlochNmYALvEczdz6qvqDar6PlW9l6qur6obq+qjgJ8TZsBew+oPfDUmboW0K2EQcJzTeqK+qOq3VPVhqrpJzNvOqnoYYR9uqF+XRXvacOR8UZeTBjpuVpezlKUBGxGeMXcF/jFSl8Ug0afiuQ+WA86g+4WdmdVh7ziO47TAHbmO4zjO5wgzap4U98ubiIisW/pZ7Gn4kK4yFrmRybN0+8rDTYjIMwizVX5HcOL+suL24kvUjxoTz7aEl6+LublTdmIYwuygDYCTJi1hnsBOE/YJ3i3+/emYa7uOnohOtQdXhBnlp4S+xrgvhT+UUK9n1IhnrkTZnUSQ5Tjd2TP+LX9J/ELCEurtRWScc21cmJMJTo1dRuUfl0o/Mv5c4niawpK6IZRjLcbXyx3j8t5Rdot/69TlTWjY6/UkVX0TYa9HCMuEITjLrgQeMM6BP4FCB6rKNUrhMLnDmGvj9tk+lWBLurQVRdnvKSK3q3lvEzlVUTiJdhhzrbCTe4651gfFc2PSMuxi/9IlM/dbprPFhOtN0yn2Cf1SnZtjPRbbhJRt+tmED2PdKs4+HqVwmq2aEO/tCB9bvIows3le/IDwUb3R4yvx+h/j78/XjO9ZhBnhh2vzbYbKFHsFbzxh3+BG9SgiOxCeWysJH0+sQ7Ft0+iA6dHx7z1Gzhf9o2JwblX8O9eyTOBaxtfjZ1ht20+Iv+uWf5ru70Cwpz9rkV/HcRxnVtTAF9f88MMPP/xY7EHYW62YibPzhHseRfgAVvF7B8LLxwXA9mPuXwd4yMi544iTYcfcvx/jvw5/KSNfrO8qDzXk9BzCTM6LgK1r3L8mYZaSAo8rnV+DMKN33Fe0NybM6rq2XBeEF+STYpin1czvMlZ/UfugkWs7Exz4VwIbj6kHBR47Eubl8fwxNdN/Rrz/VEpfWSc4UE+N1545EubgeH7ZDPpcxDHxa+2E5bZK2K9wvdL5+0bZX1qWS7z2+hjmq8AapfN7x/Pnls/Ha5+M1943cv5l8fxRDcp1XAxzAbDpiG78JF579kiYoi6/MpLnbQj7HF4PbFcj7YcQZr6Pnn91jP+/S+feGs/9D/Hr6SNhbkvpa+eE2b1KmCm92YRyrRqJ4/7x/PHAWqXzdyA43BU4eCTM5+P5/yqHKV3fDtim9Hu3eP+BE2Syaky+3hHDfBtYd+TaOsAWbeU0pX4eG+N6+5hr6xBsuwJPH3P99tPKVbp2YIxnt9K5ZePkXbq+LsHxroQ9YsvXbgmcF6+9ZEJaY+U/Jp3XxvvPGdVVwgfQlLC36ZojeRutJynVzZEj124B3GuCjD8Ww5zHUjvw9njtEG7eDnckDPZcD9xpQrn+K4b9SB05lMIdzBQ7OCFcUZ8nTLi+8Zhz9yXYk6uBbSe0ldp2ndXPzbeNnF+PMPClwHtq5OvWhIEiBfYZuXZ3SvamdH5rwl6/CrxhTD1fSHBiPmJCHR83a1nG5EmB3zSpx5E29Pwx1xrp/ki4awkfjmyUHz/88MMPP+Zz+B65juM4Dqr6zrjE/M3AaSJyEuEDP38lLHd+KGGmyYpSmPNF5LmEr7efKyJHERxMaxP28nsIwSE5boZYE44GniYi3yF8sOwG4HhVPb7HPCAiD4vprEF4+dp/zAeKrlTVm5Yuatjfc3/CLM2vxY9EXULYxmJnghPxA+UIVPUvIvIC4GuEJa+HEV6QH0dYEvw1Vs+YqsvxwPNF5P4xzdsCT41leaGqjluO/x3gCBE5guBg+xfCvoOXEz4mNBVVPVRE9iZ8rf1cEfkm4QXx8QRH4uGqWmu22zRE5L2snvFXzBp+jYjsG///pqp+sxTkMMJHXZ4M/DTq1+YEuawJvGCMXN5PcJg9GThFRI4m6Nk+hA/+PFeXLp1+A8Eh+EoRuRfBgX1XgvP3UuDfWhT3PII8v0ZwAO1NcEJ+l7BX4ihnExyfp4vI/xH2pH0qwYn2Wl36wbJxvAp4pIgcRxjI+CvBEbInwUlX/gDT2wj68iJgLxE5hrA/660JdmQXwl67PwdQ1RNF5COEPRrPGSnXFQTn281Q1VNE5HiCbTo1pnEbYC/CF+zHzdR9aUz/rcCz4of7/gjcjlAn9yU4+FfWkMck3kKQ9V7ABSJyJMG5dQfCDOzXEBxs0FBOUziGMCjzr4QPfd2Eql4Xt4P5P8I2GC8kzNJdj1Duh9PhdzNU9VoReQVh9cenRORphJmCmxLs2hYxP58ZCVqsHKz7sbuPA88k7IV6QfwQ15WEWbK7Ewbh/k1Vyx9wujPwYxH5AcHZuA7wCOBuhGXlzx5JY3OCvTiT0K5+H/P/MIJN+xPBWT5qB95JkPOzgR1jO9qC8IGz9YBX6ZiPy8WZ+8+LP6d+5KyFHWzDD0TkGoLD/GqCHXg0wbn3RB2/X3zTunwZwZ69UUQeQRjEXJ9gb7YmPJP+eyTMm0TkUYTBn8sI+/4/jmDv3qSqXx25fx/gP0TkWEKbv5pgRx9DqJPvAe8tB4ht6TmEtvT9+Hy8mGA7HhrTPYCb07gscRbxf4zEs6mIHFz6/Wpd/UG9NjTV/YLd4r1fnyFtx3EcZxYW7Un2ww8//PDDzkF4qf8I4QXtL4TZrr8nfO38eYzM3ohhdiQ4Ji4mvMhdHsN/Eth95N7jaD4j99bAoQSHyz8ZM0NrXnmYIpsif1XHqglh70aYxfmnmL8LCA6fJbPwSmF2IbxIXkGYsfUzwseA1myQ52UxXwfHuv1WjO/vBIfuv1bVA8Fp+RPgbwSHyNcZM/N5Sh7WIDh+V8R0/05wyP8bI7PW4v0H02JGLqtnfE06DhwTZq0o059FGV8RZf6ginTWj3X3y1iXl8W6nThzEtgM+FDUz6JNfRbYqmEZj4tlWZcw+2tlzMNFhEGYce1TY7jbAV8kOI//QZil9owGaT+S4Ij7OWGJ998I+0V+mDGz0wkzu55FGIi5PJb7t4Qlvm8A7jDm/pcSnNTXErYu+RjBCbOKMW2L4Ij+VCzTtYQ2fwAVM0QJDoiXEpwpV8Vwl8R8vgLYvHTvbpN0p6Rz4/K1VkzjVILD+29RX5YzMuuyqZym1NEHYn7vOuH6HQnOzpUxnT8DpwD/Wadc8dqBNJyRW7rvocA3CPp/fZTN6QSH1Xpj7j+CYPNr2xzCfqFvAs6Mcr8+6tLhwP3G3L8FYfn4SoIN+Eust1cA64y5f2OCzp9M+LjbdbEcZwHvBm5dkbcNovzOj3p3FfBDYM+KMHtG2f6kZvlX0dAOjomjqM9JM3JfE+vtyliOlYSPgy2bcP+msR7HxleRj3sSBqYuiXIu9t59J3DLMfc/hjCgcWm8/49R3x4yIf5dCdskFducXE+w5z8gODGlIm93IwyoFmn9mtDfGGvTW5Rltyn1WOsZSfWM3Ea6Xwp3aKz3ibruhx9++OFHt4eoKo7jOI7jOAAish/BYbe/qh682Nw4sxI/ePMjVd1t0Xlpi4isAlDVZYvNiW3iPsjnA59U1ZcvNjezIWG5w2WEbVyesuj8OO0RkccRBhEfo6rfW3R+nPaIyK0JgwWHqurzp9zuOI7jdIR/7MxxHMdxHMdxEkdVVxFmix4gIrdfcHZm5R6EbQzeteiMODOzK3CWO3EHwRsIs6v/a9EZcRzHyRnfI9dxHMdxHMdxhsHbCVsKLCNs0ZAkqvozwrYTTuKo6qsWnQdnduIs+d8Dz1LVJfuWO47jOP3hjlzHcRzHcRzHGQDNi/YBAAAgAElEQVQaPtD3lkXnw3GcYaFhP8bRD8w5juM4C8D3yHUcx3Ecx3Ecx3Ecx3EcxzFOqjNy3fvsOI7jOI7jOI7jOI7jOM4QqLWtVLIfO1Ndekw6X3Wt7/jalMlKWlWyGGXVqlVzT6uvvNeRU596VsjzoIMOuplcU5CthboaRyHHUXm2ja8qTJ1wTeq3K9n2oRezxDdOPnXiq8Oo/KfF17Q9tpVFlX6Oy88saU2irWwn1dc88jeP8rZpI1W0ia9N/TZNqw5t8j5v2faR91F5NtHPPvVs3vG94x1Lj4ILL1x6lOXUROZ9y2ISVfW77rpLj4LNN196VMUPcO65S4+Co49eenQli77iq6LPNtwkrarn+rhwo/a2Sb4tyLbuc6V8f93+Txs9m5e9ncUmzLu8VdfalLetLKqYV1p14mtS3qb1OK2/N4te9NGG67xvTipvn3nvQhZdyLaqfdWV0zTavm/OS2eakKwj17HLqlWr+OpXv7robLSmaSeoawp57rPPPixbtmzR2Umesn5akafX73S6kk/T9tVne2yaH0v0UV+pk3L9pozb23qkKp8u69fbY1o0fR+xVr9tnLJty9tVe7dkb3Mrb1+4vR1P0/fN1MvbNV2338LeptR+3ZGbGV07KVM3Qhad0Dl2CurStpNrTT+9fqdjwYkLttqjtUGecnu0Ul9d0ufz1EJ5h4LLc5h0/RLm7TEtmvb3rNVv107ovsprTZ65lLdP3N4uxWp7TJmmk26aYHGSVx3ckZsRXTspUzdC7uRLC4szD5rQtdPLqaatPljSnz5Gppvmpysstt+Uy2tt5UmfWNAfZ750/RJmzf6kjrVBMGv127UTyNrKoj7Irbwpk3r/x3J7TJmm8qyLVf9PHdyRmwldK2nqRshy/q3lxwLWRjqtOb2c6bTVBwvtsQ99ttYJsmSfUy9v6vYnZye0s5TU22PqWOv/dL3SZghOoBz1ObfypkzK/Z/U7Y9lmtrDOljz/zStX3fkGsBap6ANlhpBU6w1Yqcaa51Wi04vZzKFvU25vVvaA7Iv+2mlvlIvb+r2J3UntDNfUm+PqWOx/9PlSpuhOIFy0efy+3Vu5U2ZlPs/Kduf1El9JnSb+nVH7oKx2Clog5VG0AZLjdippq0+d72njjWnVy7MMhMoRfl3/RJmuRNkob76nNlvoX6tkboTOnWsOQlysz/WsNr/6WqlzZCcQDnoc25OryGVN+X+T5v3TSv2J2VSnwndtn7dkbtAum6U3smtR6ovtTnS5XL4WWaWWHN65YDFmUBd0vVLWOqdoD6wNLO/bfyp2p/U8586Fp0EudkfS1ju/1h5PrYhZSe0JayV16oTqCus2Vtr9qfr983c6GOSl9X+uTtyF0QfjdIbfT1cPulgZbmNO70Wi9WZQF1hddDPSieoL6zYnzYMRf+7ngntLMWak6AgN/tjha77P9aw5gRqirX+T59OTSvlteoE6jI/lrAon1zeX/qgj0le1t6/CtyRuwAsj+w69sn5pdNKJ9edXovD2kygIbyUpNwJ6hMr9qcNKfcHUp4JnTqWXyJzsz8W6HrQzyJW9b8O1tpvrk5Nq06gLvNjCYvyyWEQrGuK9y8r2821Ydb43ZG7AFIe2XUWi790zpc+X0r8pXN2rM2EHspLScqdoJRJfaZXX6Q8EzplUm+/qeffIl0O+lklZf2xtBLM2sqTnAfhu8CyvbWQnxwHwbqk/P6V8vvLrPEv3JErIpuLyJnx+IOI/Lb0e51F568LvFE6bfCXzvlj6aXEcifIAtaW/w/ppSRFfR7CygRLL52WSVE/h0DK8nH70w2p6kNTyvWbcnmtrASz5hTJrbxd4/Z2Om37exbq1xpDmuk+a/wLd+Sq6p9V9V6qei/gE8AHit+qet2i89cFOTTKIRhdS/hL53zpejlGU7x+p2Np+b+1TrrFmfq+HH46Kddvyri9rUeq8unDqZBre0xVH5ren3L9NnUC5eYUya28feD2djJN3zdTL2/X5DbTfRoLd+Q6wyN1I2TNCe0vnfOl6+UYbfD6nY6V5f/WOulWZ+r7cvjppFy/KeP2th6pyqcPp4K3xzSwuNKmCV07oXNziuRW3r5wezuepu+bqZe3a/qa+Z1S+03GkSsiB4jIChFZsXz58kVnJ1m6dlKmboQsOqFz7BTUpW0n15p+ev1Ox4ITF2y1R2uDPF0vB7Nc3q7it1TeoeDyHCZdv4R5e0wLqytt6tK1E9rayqKuya28feL2dilW22PK9PXNk5Tkn4wjV1WXq+rOqrrzAQccsOjsJEnXTsrUjZA7+dLC4syDJnTt9HKqaasPlvTH0p5kuT1fUi+vtZUnfWJBf5z50vVLmDX7kzrWBsGs1W/XTiBrK4v6ILfypkzq/R/L7TFlUv7mSVck48h1ZqNrJU3dCFnOv7X8WMDaSKc1p5czHUsfumtKH/psrRNkyT6nXt7U7U/OTmhnKam3x9Sx1v/peqXNEJxAOepzbuVNmZT7P6nbH8s0tYd1sOb/aVq/7sg1gLVOQRssNYKmWGvETjXWOq0WnV7OZAp7m3J7t7QHZF/200p9pV7e1O1P6k5oZ76k3h5Tx2L/p8uVNkNxAuWiz+X369zKmzIp939Stj+pk/pM6Db1647cBWOxU9AGK42gDZYasVNNW33uek8da06vXJhlJlCK8u/6JcxyJ8hCffU5s99C/VojdSd06lhzEuRmf6xhtf/T1UqbITmBctDn3JxeQypvyv2fNu+bVuxPyqQ+E7pt/Zpy5Krqgar63kXnoy+6bpTeya1Hqi+1OdLlcvhZZpZYc3rlgMWZQF3S9UtY6p2gPrA0s79t/Knan9TznzoWnQS52R9LWO7/WHk+tiFlJ7QlrJXXqhOoK6zZW2v2p+v3zdzoY5KX1f65KUduTvTRKL3R18Plkw5Wltu402uxWJ0J1BVWB/2sdIL6wor9acNQ9L/rmdDOUqw5CQpysz9W6Lr/Yw1rTqCmWOv/9OnUtFJeq06gLvNjCYvyyeX9pQ/6mORl7f2rwB25C8DyyK5jn5xfOq10ct3ptTiszQQawktJyp2gPrFif9qQcn8g5ZnQqWP5JTI3+2OBrgf9LGJV/+tgrf3m6tS06gTqMj+WsCifHAbBuqZ4/7Ky3VwbZo3fHbkLIOWRXWex+EvnfOnzpcRfOmfH2kzoobyUpNwJSpnUZ3r1RcozoVMm9fabev4t0uWgn1VS1h9LK8GsrTzJeRC+CyzbWwv5yXEQrEvK718pv7/MGr87cheAN0qnDf7SOX8svZRY7gRZwNry/yG9lKSoz0NYmWDppdMyKernEEhZPm5/uiFVfWhKuX5TLq+VlWDWnCK5lbdr3N5Op21/z0L9WmNIM91njd8duQsgh0Y5BKNrCX/pnC9dL8doitfvdCwt/7fWSbc4U9+Xw08n5fpNGbe39UhVPn04FXJtj6nqQ9P7U67fpk6g3JwiuZW3D9zeTqbp+2bq5e2a3Ga6T8Mduc7cSd0IWXNC+0vnfOl6OUYbvH6nY2X5v7VOutWZ+r4cfjop12/KuL2tR6ry6cOp4O0xDSyutGlC107o3JwiuZW3L9zejqfp+2bq5e2avmZ+p9R+3ZGbGV07KVM3Qhad0Dl2CurStpNrTT+9fqdjwYkLttqjtUGerpeDWS5vV/FbKu9QcHkOk65fwrw9poXVlTZ16doJbW1lUdfkVt4+cXu7FKvtMWX6+uZJSvJ3R25GdO2kTN0IuZMvLSzOPGhC104vp5q2+mBJfyztSZbb8yX18lpbedInFvTHmS9dv4RZsz+pY20QzFr9du0EsrayqA9yK2/KpN7/sdweUyblb550hTtyM6FrJU3dCFnOv7X8WMDaSKc1p5czHUsfumtKH/psrRNkyT6nXt7U7U/OTmhnKam3x9Sx1v/peqXNEJxAOepzbuVNmZT7P6nbH8s0tYd1sOb/aVq/oqrd5KRbksy04ziO4ziO4ziO4ziO4zjOCFLnpuRn5K5atYqDDjroJg+26vhj0rWCSddG4y/TJr6qa1VhJpW3iipZNA03Lb62smiah2nXJsmnbd5H6UrP+pRtXf0pl9dK3tuEaZr3ecc3iyyatPdZ89cmvqZp1Ymvib3tqs0VjJP/vGVRVb+z1mOR/3nFVzd/bWXRZ3xl+Uyr3zppNZFRV7Jomo82sp0l713oWRVN+gMF87S3bfPeJr5//nP8MY0TT1x6FFx99dKji/IWdGlvi2tV9bv++kuPApGlB8DWWy89Ci68cOkxrbxN5TOLLKzbsz7imyWtecvWiiwKmrTHLvRilKr3r3nLoivZup7NTy9m9Ye4bLuvqyHKokrf2uhMWz0rSNqR28d0aGvTrS3lxyIpL8fomsL4dLXHjDWGsPwkx+U2VuxbX/bWv/a7GPrYnsJZHG3rNzd7a4XU7W1TfDm8Yxlr75upv48488Wifjp5YEHfyiTryPVO3/zjHwLuFBlPuRPUxR4zXdNUP4fS6cvF6V4mB3tbxj/Msxh80G/YdLkHdur1a62/l7q9bUObQVq358Mk5/bYND+OY1U/HWcRJOvI9U7fZHJ1eoE7RcbRtBNkrbxN9XNInb4Une5DwJL+N8UH/erhg37DpGunV+r1a7G/l7K9bUubQdqc5JML3h6rsfY+4iwWa/qQen/ASZ+5OXJFZG0RubeI3GVecVZhpRH3RVcz86wZIWtOAmsPjaY0zb+18qbuhO6a3MrbFynL02ea1iOHQT9rz9Ou6drplfogidX+npX20ic+SOtYrV8r7dHa8zR1htAfsLTdnOunMwvz0s/GjlwReYqIHC4im5XObQecC6wAfi4i3xCRteaSwwnk1mi66PRZM0IWnQSW5NOUNvVrqbzWnNDWOkG5lbdPLOh/W3wm4mLw5+l8abuyqCv97MPedllflvXTQn6sYbG+nPlhrX7LWMiPZfmkSOr9gQIr2825fjqzME/9bDMj97nADqp6eenc+4A7AccCZwN7A/vPnj2nLtacXk2x6iSwIp82dPmhl66x5oS22AnKrbxOPVKciTgELMnH6vO0LrOsLOpK/n3Y21Sd0LPkx1mK1fpy5oO1+rWIy2d+DMneWlnJ4PrpFCx60kEbR+7dgNOKHyKyMfBo4HBV3QO4H3A+A3bkWhuZtub0aorlTo21/DShzfITC+Vtqw+pvmQ3pevlqFbLmwvWymvZPlvCinxSry9rK4v6tLcpOqGbYk0/3d7Wz48zHyzVr1VcPvPBmj3pmr7Km4s8nWosTDpo48jdAvh96fcDgbWAwwBU9XrgB8B2M+fOIBZHpi05vZrS10tYjlhYftKGLr823hRrnaCul6NaLm8OWCyvJX2wjAX5WGu/TbE2KD0Ue2tFH6zpZ+r2tuv+rbX6Ggouz+m4fGYnt/bbZ3lzkKdTjZVJB20cuVcDm5R+7woocELp3D+AW8yQL5NYHZm24vRqgy8PXxxD0ucusNYJ8uW3w8Zqea3oQ9cMYdDPUvttStcrMRa9/K0q/lxeOq06KS3QdOZ31/1ba/2BIeHydPogt/abW3mdxWFp0kEbR+4vgT1FZF0RWQfYBzhbVf9Uumdr4NJ5ZLAuuY1MW1sO35Zclodbw5o+l7GSH0vy8eW3i89P1/FbKm8Za/npgqEM+lnUn7p0uRLDwvK3Uay29y5xJ2V1fsD3gHTsMYRBzhzJpf02HQRznFnoetJBU9o4cpcD2xIcuufF/z87cs/9gXPrRCYitxGRQ0XkIhE5XUR+IiJPaJKhnDt9qZPycsVUcfnUw4p8fPmtjfx0Hb9vL7MYhjToZ6G9tMXKoG5u9rZPLDgprT5fXD8diwzpfTM3cmi/TQfBHGdWLG3/CC0cuap6CPBuYAPCFgsfjQcAIrI7sAw4dlpcIiLAN4HjVXVbVb0P8DRgq7r58U6fU8adItOxtLzRMtbauy+/7Z/UZz75S1g11p7vOWNlUDc3e2uJ3GZCNy1vjv0BZ3FYe9/M+X3EWYo1/XTywEr/oaDNjFxU9Q2qeqt4vFxVtXT5BGBT4IM1otoduE5VP1GK+2JV/UidfHinzxnFnSKTsbYHW9cModOXo9Pdin1LfeaTd3Kr8UG/YdP18jev3/mSur1tiuVBBsex9r6Z+vuIM18s6qeTBxb0rUwrR24Vqnqdql6lqjfUuP3uwBl14hWRA0RkhYisWL58uXf6Ooh/CLhTZDwW92BrQlP9HEqnLxene5kc7G0ZKzMRc8MH/YaNpT13rWGtv5e6vW1Dm0Fat+fDJOf22DQ/jmNVPx1nEbR25IrIPUXk3SLyLRH5Yen8MhF5iohs2iLOj4nIWSJy2ug1VV2uqjur6s4HHHCAd/oqyNXpBe4UGYfVPdjq0lQ/h9TpS9HpPgQs6X9TfNCvHj7oN0y6dnqlXr8W+3sp29u2tBmkzUk+ueDtsRpr7yPOYrGmD6n3B5z0aeXIFZG3EmbSvhbYC3jYSJxfBvatEdW5wE7FD1X9N+DhwBbTAlppxH3R1cw8a0bImpPA2kOjKU3zb628qTuhuya38vZFyvL0mab1yGHQz9rztGu6dnqlPkhitb9npb30iQ/SOlbr10p7tPY8TZ0h9AcsbTfn+unMwrz0s7EjV0SeBrwR+AFwL+Bd5euqehGwAnhcjeiOAdYTkReXzm1QJx+5NZouOn3WjJBFJ4El+TSlTf1aKq81J7S1TlBu5e0TC/rfFp+JuBj8eTpf2q4sSvXDt13Xl2X9tJAfa1isL2d+WKvfMhbyY1k+KZJ6f6DAynZzrp/OLMxTP9vMyH0Z8Ctgb1U9G7huzD3nAXeeFlH8SNrjgV1FZKWInAocAryuRb6yxprTqylWnQRW5NOGLj/00jXWnNAWO0G5ldepR4ozEYeAJflYfZ7WZZaVRV3Jvw97m6oTepb8OEuxWl/OfLBWvxZx+cyPIdlbKysZXD+dgkVPOmjjyN0R+F9VHefALfgdcJs6kanq71X1aaq6jareT1UfpqpfaZGv3rA2Mm3N6dUUy50aa/lpQpvlJxbK21YfUn3JbkrXy1GtljcXrJXXsn22hBX5pF5f1lYW9WlvU3RCN8Wafrq9rZ8fZz5Yql+ruHzmgzV70jV9lTcXeTrVWJh00MaRK8CNU+65DfCPFnGbx+LItCWnV1N8eXh3WFh+0oYuvzbeFGudoK6Xo1oubw5YLK8lfbCMBflYa79NsTYoPRR7a0UfrOln6va26/6ttfoaCi7P6bh8Zie39ttneXOQp1ONlUkHbRy5vwQeNOmiiKwJPJjwIbNBYXVk2orTqw2+PHxxDEmfu8BaJ8iX3w4bq+W1og9dM4RBP0vttyldr8RY9PK3qvhzeem06qS0QNOZ3133b631B4aEy9Ppg9zab27ldRaHpUkHbRy5hwM7icirJlx/PXAn4NDWuWpBbiPT1pbDtyWX5eHWsKbPZazkx5J8fPnt4vPTdfyWylvGWn66YCiDfhb1py5drsSwsPxtFKvtvUvcSVmdH/A9IB17DGGQM0dyab9NB8EcZxa6nnTQlDaO3A8CZwHvEZFTgD0BROS98fdbgJOB5XPL5RRy7vSlTsrLFVPF5VMPK/Lx5bc28tN1/L69zGIY0qCfhfbSFiuDurnZ2z6x4KS0+nxx/XQsMqT3zdzIof02HQRznFmxtP0jtHDkquo1wMOALwA7Afcj7Jv7SuA+wBeBR6nqDXPM50S80+eUcafIdCwtb7SMtfbuy2/7J/WZT/4SVo2153vOWBnUzc3eWiK3mdBNy5tjf8BZHNbeN3N+H3GWYk0/nTyw0n8oaDMjF1W9SlX3I3zUbE9gX2Av4Laq+hxVvXp+WZyMd/qcUdwpMhlre7B1zRA6fTk63a3Yt9RnPnkntxof9Bs2XS9/8/qdL6nb26ZYHmRwHGvvm6m/jzjzxaJ+OnlgQd/KtHLkFqjq5ar6v6p6qKp+V1Uvm1fGpuGdvvnHPwTcKTIei3uwNaGpfg6l05eL071MDva2jJWZiLnhg37DxtKeu9aw1t9L3d62oc0grdvzYZJze2yaH8exqp+OswhmcuSWEZEdROTfReSFIrLJvOKdhHf6JpOr0wvcKTIOq3uw1aWpfg6p05ei030IWNL/pvigXz180G+YdO30Sr1+Lfb3Ura3bWkzSJuTfHLB22M11t5HnMViTR9S7w846SOq2iyAyJuAFwN3V9XL47k9gO8A68TbVgH3U9U/zy+rN6NZph3HcRzHcRzHcRzHcRzHcWwidW5qMyN3T+D8wokbeRfBufpm4H+AbYCXt4jbcRzHcRzHcRzHcRzHcRzHGaGNI3cZcF7xQ0RuD9wH+Liqvl1VXwocAzx+LjmcgOrSY9L5qmtdxTdKeTnqPPPXpywOOuigictq5533KizIYpRVq1Zx0EEHzZT3eZa3qSzmHd9ouQr5tG0Hfea9K1mkHN80xtVvFSnLoo2cquSziHoczU8Xskg1vqr6sqJn846vSXmLcE3a+9D1bFJ5m8ZXFecs8R1yyNKj4LLLlh4Fp5++9Ghb3llk0bQ9VsUnsvQoWH/9pUfBXe+69AB4wQuWHgVf+MLSY5a8z1u2XdTVpPpq2x4nYUEWVeWdd97n/f7VVhaTyrsIPSvnZ96ymFbeeeV9Ujmm3Ve8b7bV26prlvs/845v3uVtmvdFyHbe/b02um5FFn3qWZv46tDGkbspUJ6NuwugwJGlc6cDd2wR9yCxuAdSG6zsSWMN3yOnGmt7Gjnzxet3Opbk4/VVTY7yaVPeHD/EWAcvbzfx59QeUya3+uqrvFbkaa1+U7c/ZeeYhW9iWKvfrsmtvNBtf8/pnzaO3MuA25d+Pwy4HjildG6dlnEPjiE5+bwRLyXHh0ATXD7Dx+t3MkUn3Yp8vD1OJ0f5tCmvhZdOa3h550+O7TFV+nR6WaDP56kV/bfUHlO3P02d0H3om6X67YPcygvd9fecxdDG2Xom8DgRuYeI3Al4KnCCql5TumcZ8Ps55C9p/KV52OTWaW2D6//waTIzLyfKnXQr+u/tcTo5yqfLl9Rc5Onl7YZc5DkELDm9+qBJeYfS/7HSHlO3P02d0KmX1yq5lRfsvI8486GNI/c9wCbAWcAv4v/vKy6KyHrAbsCKOeQvWXLr1HeNtU5QH05ca53WNrj+D5O2y8FywerMPG+P03H5zE5u/Z/cBnVznInoTMeK06svctxexkJ7TN3+NM1/6uW1TG7ldYZHY0euqv4YeCzwTeAI4Mmq+v3SLQ8CVsVr2ZLTS0zXWOwEdTkSb7XT2gbX/+Exy3KwHLDsxLKWH2eYWNX/rshtUDe3+nXqYcHp1Se+vcxisKoPdWijzymX13HKWBuUHgKt9rFV1aNU9Umq+mRVPWLk2jGqem9V/dp8spgmuRjdrhul1U5QVyPxljutjmN1OZgVciuv44wjN/33mYiOM39Sf56mnn+rpCzPNpOAUi6v4xRYHJQeAv5Bso7Iweh23Sgtd4K6GIm3XF7HsbwczAq5lddxCpputzIkfCai48wfq/pfh9y2W+mTFPWhoM0koJTL6wyTnFcaW2MmR66IbCUi9xeRh4475pVJxx5dN0rLLzF1cKeXMyR8OVg9cvvwSS7kVl9tO+nOfPD+gOOkPRMxt+1WnHr4dhz28f7e9Pt9pbEdWjlyReSRInIucDFwEnDshMMZIH00ypQbvTu9nKHhy8Hq0cV2K85iya2+fA/sxeP9gcnk9pKdMynqf9f9H2v2Nrf22Od2ghb0P8f69f7e9Pt9pbEdGjtyReT+wJHALYGPAgIcD3wKOD/+/g7w1vll07FCX40y5UbfRj4pl7cJuXUKhoIvB5sP/hKWFtbqq2u8k24Dl+d4cnvJTp3cni9d93+s2dvc2mNu2wnmWr/e35t+v09Ss0ObGblvAP4B3FdVXx7PHauqLwLuAbwN2AOo/bEzEdlSRA4TkQtF5Oci8j0R2b5F3pwO6fMhk2Kjn2UkPsXyNiW3TsGQ8OVgs+Od9LSwVl9d49sB2cHluRR/vqRFbs+X3Laby6099lHeNivfuiLn+rXQvrqmr/5eLvJcJG0cuQ8Evq2qvxuNRwNvBs4D3lInMhER4AjgOFXdTlXvRnAW36ZF3swyhJHpnIxcU3wmYjW5dQpyI7dOUFOsycfbYzXW6qtrup5pMYT+TxO8vPOPP6f2mDq5PV/60E9L+m+tPQ7F/rRZ+dYF1uq3a7y802krnxzkuWjaOHI3AS4p/b4O2HDknhOBuh87exhwvap+ojihqmeq6o9b5M0kQxmZzsXINSW3TmtTcntI5obX73Qsycfrq5oc5dPlTIuh9H/q4uXtJv6c2mPK5FZf1px8XWOtflO3P2UntIWVb9bqt2tyKy/49o9Do40j91Jg05Hf243cszawfs347gGcPu0mETlARFaIyIrly5fXjHrxDMnJ5414KTk+BJrg8hk+Xr+TmWW7lS7w9jidHOXT1UyLIfV/6uDlnT85tsdU6dPpZYE+n6dW9N9Se0zd/jR1Quc287sPcisv+PaPQ6ONI/cCbu64PRl4RLGnrYhsCTwJ+OXs2VuNqi5X1Z1VdecDDjhgnlF3hr80D5vcOq1tcP0fPr68ejwWt1vx9jidHOXT5UtqLvL08nZDLvIcApacXn2Q4/YyVtpj6vanqRM69fJaJbfygp33EWc+tHHkHgXsKiKbxd8fIsy+/amInAacD2wBfLBmfOcC92mRD9Pk1qnvGmudoD6cuNY6rW1w/R8mbZeD5YLVmXneHqfj8pmd3Po/uQ3q5jgT0ZmOFadXX+S4vYyF9pi6/Wma/9TLa5ncyusMjzaO3E8S9r+9HkBVTwT2AVYStkn4PfBiVf18zfiOAdYVkRcUJ0TkviKya4u8mSGnl5iusdgJ6nIk3mqntQ2u/8NjluVgOWDZiWUtP84wsar/XZHboG5u9evUw4LTq098e5nFYFUf6tBGn1Mur+OUsTYoPQQaO3JV9S+qeoqqXl06dynWagMAACAASURBVISq3kNV11fVu6pq7U1sVVWBJxC2Z7hQRM4FDgR+1zRvlsjF6HbdKK12groaibfcaXUcq8vBrJBbeR1nHLnpv89EdJz5k/rzNPX8WyVlebaZBJRyeR2nwOKg9BBoMyMXABHZSESeJSLvF5HPxL/7ishGTeNS1d+p6lNUdTtVvbuqPkZV57rHbt/kYHS7bpSWO0FdjMRbLq/jWF4OZoXcyus4BU23WxkSPhPRceaPVf2vQ27brfRJivpQ0GYSUMrldYZJziuNrdHKkSsi+wAXAwcDrwD2j38PAS4WkSfPK4OOTbpulJZfYurgTi9nSPhysHrk9uGTXMitvtp20p354P0Bx0l7JmJu26049fDtOOzj/b3p9/tKYzs0duSKyCOALwO3AD5PcOLuGf9+IZ7/sojsMcd8Ooboo1Gm3Ojd6eUMDV8OVo8utltxFktu9eV7YC8e7w9MJreX7JxJUf+77v9Ys7e5tcc+txO0oP851q/396bf7yuN7dBmRu6bgGuBB6jq/qp6iKr+b/y7H/AgwofQ3jTHfDpG6KtRptzo28gn5fI2IbdOwVDw5WDzwV/C0sJafXWNd9Jt4PIcT24v2amT2/Ol6/6PNXubW3vMbTvBXOvX+3vT7/dJanZo48i9N/AVVT1j3EVVXQEcDuw0S8Yce/T5kEmx0c8yEp9ieZuSW6dgSPhysNnxTnpaWKuvrvHtgOzg8lyKP1/SIrfnS27bzeXWHvsob5uVb12Rc/1aaF9d01d/Lxd5LpI2jtxrgd9Pued38T4nMoSR6ZyMXFN8JmI1uXUKciO3TlBTrMnH22M11uqra7qeaTGE/k8TvLzzjz+n9pg6uT1f+tBPS/pvrT0Oxf60WfnWBdbqt2u8vNNpK58c5Llo2jhyfww8eMo9uwDHt4h7kAxlZDoXI9eU3DqtTcntIZkbXr/TsSQfr69qcpRPlzMthtL/qYuXt5v4c2qPKZNbfVlz8nWNtfpN3f6UndAWVr5Zq9+uya284Ns/Do02jtzXATuKyLtFZMPyBRHZUETeA9wD+I95ZDB1huTk80a8lBwfAk1w+Qwfr9/JzLLdShd4e5xOjvLpaqbFkPo/dfDyzp8c22Oq9On0skCfz1Mr+m+pPaZuf5o6oXOb+d0HuZUXfPvHoTHVkSsiny0fBEfu2cBrgF+LyA9F5Esi8kPg18Cr4vXXdpnxFPCX5mGTW6e1Da7/w8eXV4/H4nYr3h6nk6N8unxJzUWeXt5uyEWeQ8CS06sPctxexkp7TN3+NHVCp15eq+RWXrDzPuLMB1HV6htEbmwZt6rqmi3DTo27o3gdx3Ecx3Ecx3Ecx3Ecx3H6ROrctFaNe7aZMSOO4ziO4ziO4ziO4ziO4zjODEzdWkFVL257dJlx1aVHHVatWsVBBx1Ue5nLuHTqpFUVpq/4qvJeFd8k+bSNr0wh/zZ5r4N12TbJQ534qvS5TXxt5T4pP9PiG5f/trKYVz3OEl8VfepZXftWbo99yraNnKpkUVXeecvWgp7NO+99yqLJ83eaXRh3f/n5UkVfsqgqb1vZjpa3jr1tc63N86Vu3svxd5F3K/E1KW+dtKqYVF+vec3So6BKP1euXHq0LW9VuHm3uar41lxz6VElz4I64RZpfyYxb3s777qqom07mFd7XIQsFhnfrGlNsj9VYeb9vjmLDtZ9H2lT3lny3oUs5lneqnDW7U9VfPPu/3Slt1XybNIe25a3zftX2/y3qccq5q1n4/LfJq0mtPnYWbJ0vceM74FUTdM9gbpmCPVlaU++pu2rrz2fciS3DxG5/qRDU/tQF6v63MfzNMUPn1itr67ourxt9cHrdzyp25+if9uVvbVG0/68tfpKHWv2pylt8p/y+0tf5U3Z/nj91iPV/m2X9Pl8ycqR2+XG9BaNUFtyaJRDqS9r8sylE5Q6FtujkwddDDJY0+cyKT9PU3ZCW8Ky093rdymp259y/zbFQd2u37+s1dcQsGR/mpK6E7oNfZU3RftT4PW7GFKfdNn38yULR27XI9NWjZAVrDXKIdVXykbXykOja6w5Ka29xAxlUMWZDz6zfzp9ldedfLPTV//HijxTr9/U7c+QnNBN7k+1vEMhZXmm7IRui5XyWm6P1vJTh1n6A1bK28dKsK5YhD4P3pHb9ci0ZSNkBUuN0lp9WXPytSHHTlBdrDkpLer/UAZVnNnpemb/EOwtpPvSbM3+9EFf/R8r8ky5flO3P+6Enu/9Tn1SlmeO+mChvN4e54vF/kAbUt7uaRH6PGhHbuqdAn/prCZ1p7s1J19TrM0EsoZFJ6VF/beSH2fx5LYHW1tSbS85tncr/Z++SLl+U7Y/XTuhu6aP9y9L5XXs4PqwGLw9zg+r/YG6lP1dKc/8XoQ+D9aRm3qnwF86q7HmdG/KEIzuEEb+usKivoGdl2wfBHPGkcsebLnqpxX70ycW+j99Yi0/TUjZ/rSZGWxFf/p6/7JSXsfJGWv2J3Ws9Qea9m8tDnK2ZRHyH6QjN/VOgb90VmPN6d4Ua0a3Kdb00xrW6tei090HwZyCoYzEN81PqszSH7Ag/9TxQbDuSNn+tJkZbKU9WvrwkrNYcrY/OWDR/qSMtf5A0/6ttUHOFBmcI7etUlvpFPhL53QsOd2bYs3otonfkn5aw5p8rDrdcxkEc6oZ0kh80/ykiMX+QG50uSer1+98sTYTyKr9sfL+5cyX3OxPbk7otvVrzf7UxVr99uFPGMKHJ630/7ticI7ctp1cC5XsL531SLnTZ8noto0/VSd0H1htvxbyUyaHQTCnmtxG4lPXT6v9gdzoak9Wr9/5Y6m9W7Y/1vLjzE5u9ic3J/Qs9Ztie7dYv30M6qb6jakyKepbEwbnyLXy4YE2WDJylo2utfw0IeWZiD4TaDpW2ovl9tsFuZU3dXIbiU99EMzblx26mHnp9dsNVuTp9ev0Ser2J8eZpkOYedkVVuu3j0HdrpyyXfoTcsOEI1dEniAiKiI7zBpXbsuLuiD1l07LpDwT0WcCTcdC+4X8HpIpdxJzo8/niwV9sLb8rW383h+YD9ac7l6/8yU3+5M6ueln11izP03JdabpEGZedoHl/FsZ1O1yu8vUJ3n18Xwx4cgFng6cADyt64RSb5R9kPJLZ25YW56Q20itVXJ5SBa4/qRDbjP7+3iedjUIlroT2hoWne5ev5PJzf7k5tS0WF8pY83+NCW39xefeVmN1289utruMvVJXn09XxbuyBWRjYBdgOfRsSPXZx7UI9WXzqYMob4sPWRyG6m1TA4PyTKuP+mQ28z+Pp6nXel/yk5oa1h1unv9jid1+1P0b3MZ1G3rdLdSX6ljzf40JXUndFN85uV0vH7rkWr/tkv6fL4s3JELPB44SlUvAC4XkZ3G3SQiB4jIChFZsXz58lYJ5TYTqC05NMqh1Jc1eebSCUodi+3RyYPcZvan/DxN2QltCctOd6/fpaRuf8r92xQHdbt+/7JWX0PAkv1pSupO6Db4zMvpeP0uhtQnXfb9fLHgyH06cFj8/7D4ewmqulxVd1bVnQ844IBGCXQ9Mm3VCFnBWqMcUn2lbHStPDS6xpqT0tpLzFAGVZz54DP7p2NpO52m5FZfffV/rMgz9fpN3f4MyQnd5P5UyzsUUpZnyk7otlgpr+X2aC0/dZilP2ClvClv97QIfV6oI1dENgd2Bz4tIquA1wBPFRGZVxpdj0xbNkJWsNQordWXNSdfG3LsBNXFmpPSov4PZVDFmZ2uZ/YPwd5Cui/N1uxPH/TV/7Eiz5TrN3X7407o+d7v1CdleeaoDxbK6+1xvljsD7Qh5e2eFqHPi56R+2Tg86q6taouU9U7ACuBB88j8tQ7Bf7SWU3qTndrTr6mWJsJZA2LTkqL+m8lP87iyW0Ptrak2l5ybO9W+j99kXL9pmx/unZCd00f71+WyuvYwfVhMXh7nB9W+wN1Kfu7Up75vQh9XrQj9+nAESPnvg48Y9aIU+8U+EtnNdac7k0ZgtEdwshfV1jUN7Dzku2DYM44ctmDLVf9tGJ/+sRC/6dPrOWnCSnbnzYzg63oT1/vX1bK6zg5Y83+pI61/kDT/q3FQc62LEL+C3XkqupuqnrUyLkPq+qLZ4k39U6Bv3RWY83p3hRrRrcp1vTTGtbq16LT3QfBnIKhjMQ3zU+qzNIfsCD/1PFBsO5I2f60mRlspT1a+vCSs1hytj85YNH+pIy1/kDT/q21Qc4UWfSM3LnTVqmtdAr8pXM6lpzuTbFmdNvEb0k/rWFNPlad7rkMgjnVDGkkvml+UsRifyA3utyT1et3vlibCWTV/lh5/3LmS272JzcndNv6tWZ/6mKtfvvwJwzhw5NW+v9dMThHbttOroVK9pfOeqTc6bNkdNvGn6oTug+stl8L+SmTwyCYU01uI/Gp66fV/kBudLUnq9fv/LHU3i3bH2v5cWYnN/uTmxN6lvpNsb1brN8+BnVT/cZUmRT1rQmDc+Ra+fBAGywZOctG11p+mpDyTESfCTQdK+3FcvvtgtzKmzq5jcSnPgjm7csOXcy89PrtBivy9Pp1+iR1+5PjTNMhzLzsCqv128egbldO2S79CbkxOEdubsuLuiD1l07LpDwT0WcCTcdC+4X8HpIpdxJzo8/niwV9sLb8rW383h+YD9ac7l6/8yU3+5M6ueln11izP03JdabpEGZedoHl/FsZ1O1yu8vUJ3n18XwZnCN3Gqk3yj5I+aUzN6wtT8htpNYquTwkC1x/0iG3mf19PE+7GgRL3QltDYtOd6/fyeRmf3Jzalqsr5SxZn+aktv7i8+8rMbrtx5dbXeZ+iSvvp4vWTlyfeZBPVJ96WzKEOrL0kMmt5Fay+TwkCzj+pMOuc3s7+N52pX+p+yEtoZVp7vX73hStz9F/zaXQd22Tncr9ZU61uxPU1J3QjfFZ15Ox+u3Hqn2b7ukz+dLVo7c3GYCtSWHRjmU+rImz1w6QaljsT06eZDbzP6Un6cpO6EtYdnp7vW7lNTtT7l/m+KgbtfvX9bqawhYsj9NSd0J3QafeTkdr9/FkPqky76fL1k4crsembZqhKxgrVEOqb5SNrpWHhpdY81Jae0lZiiDKs588Jn907G0nU5Tcquvvvo/VuSZev2mbn+G5IRucn+q5R0KKcszZSd0W6yU13J7tJafOszSH7BS3pS3e1qEPouq9pLQnEky047jOI7jOI7jOI7jOI7jOCNInZtSnZErxSEiLyz/nvWa9fhSzrvLIp34Us67yyKd+FLOu8sinfhSzrvLwmWRYnwp591lkU58KefdZZFOfCnn3WWRTnwp591lMff46qGqSR/Ainlesx5fynl3WaQTX8p5d1mkE1/KeXdZpBNfynl3WbgsUowv5by7LNKJL+W8uyzSiS/lvLss0okv5by7LLqVxaQj1Rm5juM4juM4juM4juM4juM42eCOXMdxHMdxHMdxHMdxHMdxHOMMwZG7fM7XrMfXZ1rW4+szrdzi6zMt6/H1mVZu8fWZlvX4+kwrt/j6TMt6fH2mZT2+PtPKLb4+07IeX59p5RZfn2lZj6/PtHKLr8+0rMfXZ1q5xddnWtbj6zMt6/FNROKeDI7jOI7jOI7jOI7jOI7jOI5RhjAj13Ecx3Ecx3Ecx3Ecx3EcZ9C4I9dxHMdxHMdxHMdxHMdxHMc47sh1HMdxHMdxHMdxHMdxHMcxjjtyHcdxHMdxHMdxHMdxHMdxjOOO3EQQkU1F5BYzxrFRw/s3a5HG1DAicsum8ZbCbiEi9xaRHZuWZyQel8XAmEcbGQpDsReztI8YfjD2wmVxs+smZDEU+rYXbXSiTjgremGhjcR7Ft6/EJEdplxfQ0TWiP+vIyI7NZGHiGwUw1SWVUTuWTfOMWF3FpEniMhe08ozJR6Xxep4Ft5G3F7c7LoVWSy8jczSPmL4wdgLl8XN7rEiC+9rrY5nohxn1YkYzr5eqOqgD+BnFdd2AL4PfBfYDjgYuBI4FbjrhDDPLf2/FXB0DHMSsH1FWpcDnwYeDkjNvN8O+DxwFfBP4JJ4HAis3UIWl1Rc2wU4DzgXuD/wA+Ai4NfAAyeEeWPp/7sBFwArgVXA/SvSugH4IfA84JY18363GOZXwHXAKTGtg4FNXBYzyWLhbaRN++iojbgsDLWRNu2jozbisnBZjIvP7cUUvWijEwPQi4W3kbby6FkWjwf+CPwe2DumdQzwG2CvCWE+Xvr/wVFnj43ye3RFWv+MZXobcLeaed8VWBHlcQVwJHAicBxwB5dFZ7LI7TnisjDURtq0jwW0EZeFy2L0vPe1ZtCJVPWikcCsHsATJxxPAi6rCHc8sBfwdOBi4GmAxHNHTwhzRun/w4EXEmY2P2FSmHjvL4CXxkr6LfAh4AFTynUMsFupjB8ANgTeDiyfEOaVE45XAZdXpHUqsCPwQOBPwIPj+Z2AE2vI4rvAnvH/+wEnVaT1M+CxwJeAPwPfirJfvyLMycBdSvEfEv9/AfA1l8VUWZhuI23axwxtxGWRSBtp0z5maCMuC5eF24s524s2OpGIXphuI23l0VIWH55wfAT4S0VaPwW2BLYB/lJKd2tgRQ1ZHAvsFP/fdlKYUlr3AN5BeOk6C/gPYNmUMFvE/7cBjoj/PwL4P5fFVFmYbiO4vViULEy3EVq0jxnaiMvCZTEXe8Fw+1qN9aKNTqSgF+OOoWyt8BXgcYQXpPLxWGC9inC3UNXvqOqXgetV9TANfAfYtEa626vqJ1X1RlU9Atis4t6/qepHVXUXQiP7LfBxEblIRN45IczmqnocgKp+A3ioqv5NVd8IPHRCmHfGvN9i5NiI6q001lbVn6nqTwgvpyfEdM8A1q8IV3A7Vf1+DHPqlDDXq+qRqvpMwqyjLwFPAX4jIodOCLO+qv6iFP+O8f9PEUZ4xuGyWI31NtKmfUC7NuKyWI31NtKmfcAw7YXLYjV9ysLtxWra6MWsOgE29cJ6G4H++hf7A+cAp48cKwizbiaiqn9Q1ZWEmTVFuhdTb+u3jaPcUNWLgDWrk9JzVPU/VfVOhBfHWwM/FpGTJoRZU1Uvi/9fQngJRFV/ANx+QhiXxWqstxG3F6vpUxbW20ib9gHDtBcui5sl05ssvK+1mlZ6MaNOgE29WMJadW80ztnAe1X1nNELIrJHRbhypbx/5No6E8JsJSIfJsys2UJE1lbV6+O1tSvSkuIfVb0EeA/wHhG5C2EUYxyXici+hJkzTyJMc0dEhMmKeAbwTVU9fUkGRJ5fkb9yfK8fuTZJFtuKyLcJZdtKRDZQ1b/Ha3VlcQ1h5tHhIrIJYTr8OC4Ukf8iLDV9InAmgIiszWQ9dlmsxnobadM+oF0bcVmsxnobadM+YJj2wmVRykbxTw+ycHuxmjZ60UYnwL5eWG8j0F//4jTgHFVd8tIiIgdW5A8RWUNVbwSeWzq3JpNlsYOInE0o2zIR2VRVr4h74dWSBdz0EnmqiLyKyQMXK0TkMwRZ7E1Y8oiIbMDklzqXxWqstxG3F6VsFP/0IAvrbaRN+4Bh2guXRSmZ8o+OZeF9rdW00osWOgH29WIpWnPqruUDeAhwxwnXdq4I90JgozHn7wR8cEKY54wcm8bzWwLvrEjr/S3KdUdC4zgH+CJw23h+c+BJE8LcBbjVhGu3qUjrccAGY85vB7x2QphdR46NinSAf6tI69UtZHFLwgvqkYTp67eI5zdhwjLSKIstXBb220ib9hHDtWkjLovVYUzbizbtI4Zray9cFqtlYdZ29iwLtxcz6EUbnUhELxbZRor8WelfbDauTDXSui+w3pjzy4B9J4TZeuRYO56/FfDEirSe0SJ/awMvAT5KmGWzZjy/PrC1y2KqLPw5cnNZeP9CF95G1onnJ7aRNu0jhkvNXrgsGtjOnmXhfa0Z9KKNTkzQC1NtZNwhMZDjOI7jOI7jOI7jOB0iIrdW1Uv7CNdXmFnCOQER2VxV/9xHuL7CzBLOcZzJDGKPXBFZS0ReKCJHicjZInKWiHxfRF4Up2vPLVwpzPetplWRh+VNw7QNZyEtEVkzyu9tIrLLyLU3VsTXONwC03pQzTAbiMhrReQ1IrKeiOwnIt8WkfeIyEYV+Wscrq8ws4QbE88Fde+dNVxfYeqEE5F7lv5fW0TeGOX3TgnLO+YWrq8wM6T1UhG5Vfz/TiJyvIhcKSKniMiOFWlVhbtHT2Hq5m+7OuFE5Bsism+TNtQ2XAzzzBZh2ubvmSKyYYMw24rIZ0Xk7SKykYh8SkTOEZGvisiyeYbrK8xIuLc1SGsNEXmuiHxXQn/kdBE5TER2q0incZhSuP1F5EijaW0iIu8WkfNF5M/xOC+eu+U8wy0orfOapFWRh+83DdM2nIW0RGRjEXmXiHxBRJ4xcu3jFfE1Dmc9LRHZUkT+R0Q+JiKbi8iBIvIzETlcRG5bkb/G4foKUwr38YZpbTZybE5YfrupiEz8vkqbcGPCbNYiTJf5e1Tp/01E5DMS3nEPFZHbVKRVDnfLOuHmEKZt/mqFk2BXi/7ZziJyEXCKiFwsIrtWpNU4XF9hZkjrDAl99e0mxTuvcH2FGQm3bYMwO4vIsSLyRRG5g4j8QESuEpHTROTeLcLcq2VaY8O1yd8M5dpIRN4qIufGey8TkZNFZL+KdBqHWWBa5zQJtySeIczIFZEvA1cChwC/iae3IixN3ExVnzqvcNbTkskPXAHOUtWtJuSvcTjraYnIp4ENCF9yfBbwI1V9Zbx2hqruNCF/jcNZT0tEDgd+TZiyfxfgPMKy2r2ALVX1WRPy1zhcX2FmSOtqoDB8xd42GwB/J2xavvGEtBqHK4Up76FTN0zb/DVJ6yZ9EZH3EZZVf46wx9HmqvrsCWk1DtdXmBnSOldV7x7//y7waVU9QoIz5x0aPiY1Lq3G4foKM0NavwV+AuwO/BD4MvBdVa384ESbcH2FmSGt4+N9mwD7EvTocOCRwDNVdfd5hesrzAxpfQ64mCC7JxO+Bvxj4HXAt1T1I/MIk0ha/0vYX/gQVf1DPLcloX+2h6o+YkJajcNZT0tExvZvCM+iI1V1knOrcTjraYnI14FfEr7O/VzgesLSy2un9AUbh7OelogcRfgK+obAMwgfxPkyYT/APVR17wn5axyurzAzpHUjwcaU2YrwbqeqOtbJ0yZcX2FmSKvcP/s08AfgU4Q9M3dV1bF7bLYJ11eYGdL6maruGP8/lrAE/jQR2R44VFV3npBW43B9hZkhrZXA1wkfzfoDoU19RVV/Ny6NWcL1FWaGtE4F3szqrQj+XVW/JiIPB96uqg+cR5hE0voWcAShf/YUgt09DHgj8FtVfcM8wqSQ1li0xb4O1g7gFxXXLphnOOtpAf8ELgJWlo7i93UV8TUOZz0t4OzS/2sBy4FvAOsCP63IX+Nw1tMCzox/hfAgkdLvsyvy1zhcX2FmSOsjwOcp7TMErJyUxizh+gozQ1o/Lf1/Jqv3iZom98bh+gozQ1q/KP1/2si1qrQah+srzAxp/TT+vQVhsOh7wGUEZ98jp8m9Sbi+wsyaVvz/kknX5hGurzAzpHX2yO+T4991gfPmFSaRtKr6Z3O9Zj0tQv/sGODYMcc1FfE1Dmc9LWKfpPT7P4ETCYOJZ1Tkr3E462lRbWPOrMhf43B9hZkhrVcDRwE7ls6tnJTGLOH6CjNDWmeU/h/Vqyq5Nw7XV5gZ0jofWCv+f/LItZ9VpNU4XF9hZkirLL+HAB8nvNcdCxxQU+61wvUVZoa0rPcF+0zrrJHfp8W/awDnzytMCmmNOwaxtQJwhYjsI+GrcgBIWCr3VOCKOYezntZFwG6quk3p2FZVtwH+WJG/NuGsp3XTlwlV9QZVPQA4i9Axr1qS2yZcCmmhwUp8L/4tfmtVmLbh+grTNJyq/j/gQ/z/9u482payvPP49ycIxCEXAzJIsKEDtrarBRSBbkTBAQmi6FIj2nHARiAEEXUZRNQgrKQVxxWR0MYQ1HZgiQ2igSBqGCMg4oiCOGBEEEQmDSLT039Ubdz3sM+w9zm3dp17vp+19trnVNVTz7PfU3vfc55b9RZ8Kslh7ftrITnGjusqZhFxq5K8IMkLgfWr6u52X/ON+yRxXcVMGndqkpPTXP50WpLDkzw6yf7Av8+Ra5K4rmImjRu8j35dVR+vqr1pzni/BHjzHLkmiesqZtK4+5I8JsmTgYck2REgyTbMfWfZSeK6ipk07u60lxWmOVvxLoCq+h2zv68miVkOuX6aZlqf+y+ZTbJpkiNorhKZzSRxfc/1feCgqtpj5gO4aY76Jonre671h39nr6q/ofnP9vNpmp6zmSSu77mG/8b82BzrliKuq5iJ4qrqPcABwNuTvC/Jw1nY73Vjx3UVs4i4TZK8Ic1d3f8wyfBVZHON+yRxXcVMGvch4MwkTwf+JckHkjw1yTtoTkKYzSRxXcUsJg6Aqrqgqg4BtgDeBYw8w3Mp4rqKGTPuziR7JnkxUEmeD5BmWop7lzBmOeT6jyRPabd7LnAzQFXdB6tdgbrYmOWQ64FqgR3fPj9o7kJ3Cs2ZNT+gufznxnbZ1ksZ1/dcwF8C282y7rVz1Dd2XN9z0dyJe68Ryw8A7p6jvrHj+p4L+Aij76D+J8CFc9Q3dlxXMYuJa7d5EHAYzSW018217WLjuooZNw44meZsxMFj03b5ZsCXlzKuq5hFxu1P09S7Cfg18D3gb4FV84zj2HFdxUwSB5y/0ONtsXFdxSwi1zOAq2iaOk+huURu8G/x85cyrquYReR6Ok3z/2qaq2F2aZc/EjhuqWKWSa5H0PwhdiXNf6zf3I7lu2imvpot19hxfc9FMx3Ff5ll3VzH4Nhxfc9Fc7noM0cs3wu4eo76xo7rey7gGEb/frYNcOoc9Y0d11XMYuKGtnsuzRQVv5hv28XGdRUzThzNpdXDj0e2yzcDPraUcV3FLDJud5q/678BfIfmSqEDaa8kvqjd6gAAFDZJREFUW8q4rmImiQM+Pc7xtpi4rmIWkWt74GzgLOCxNCfp3AJcAey6VDHLJNd2NFNJ3gpcCDymXf5I4LClilkOuUbuZ5KDss8Pmv8Z3hj4v2s6bjnkamNn/QdkqeP6nqvv9U1jLGinI1iTcV3FTBIHbA78aoLxGzuuq5hFxi2L47ajXB+fMNfYcV3FLCKXx8XvY74APKiLuK5iFhpHc6bAxuOM3yQxyyHXjPjdgDcyx9QeSxXX91w0/zHwhgnqGzuu77n6Xp9jMbX6dqOZC3GS9/BYcV3FLCKXx8Xq49fnz/Yu6/O4WD4/q14fF30/lhYTt7bc7OyMEYufTnOpOVX1vKWK63uuETEB9pigvnnj+p6r7/V1mcv65oyBfr+He1Vfl7n6Xl+XuaZcn58Xq/O4WEvqW0SuS6tqp/brA2iuGjqd5mZxn6+qd86Sa+y4vueaEfOaNua0MetbUFzfc/W9PseiN/Udwvjv4QXFdRWzRLkOAA6db/wmjesqZglz9fmzvcv6/LxYPu/h3n1e9P0zZjFxD1BjdH37+gAup7ncfHfgae3z9e3XT1vKuL7normEYZL6xo7re66+1+dYTK2+vr+Hu6zP48LjYtrj3vfjote5rG96uYa+/hq/v4z2ocx9E5ix4/qeq+/1ORaOxXKsz7FwLKadq+/1ORbLpz7HYmniHrCfhW7Y5wfNnJCvB84Btm+X/XhNxPU9V9/rcywci+VYn2PhWEw7V9/rcywci+VY3yJyfYtmPtmNgMtmrJvrrs1jx/U9V9/rcywci+VYn2PhWEw7V9/rcyyWT32OxdLEzXysy1qgmju8vT/JZ9rnG2D+1zZJXN9z9b2+LnP1vb4uc1nf8snV9/q6zNX3+rrM1ff6uszV9/q6zGV908kFrAK+TjM9RyXZrKp+keRh7bKljOt7rr7X12WuvtfXZS7rWz65+l5fl7n6Xl+XufpeX5e5rG/55Op7fYuJW91CO77L6QE8B/jbLuL6nqvv9TkWjsVyrM+xcCymnavv9TkWjsVyrG8xcW3sQ4Ctu4jre66+1+dYOBbLsT7HwrGYdq6+1+dYLJ/6HIvFxa0VNzuTJEmSJEmSpLXZg6ZdgCRJkiRJkiRpbjZyJUmSJEmSJKnnbORKkiRpNUnOTTLW/FtJXpWkkrxqDZU1tiRHtzXtPu1aJEmSpMWykStJkqR5Jdm9bYoePe1aJEmSpJVo3WkXIEmSpN55Bc0ddMdxGnAxcP3SlzOx44FPA/8+7UIkSZKkxbKRK0mSpNVU1diNz6q6DbhtDZQzsaq6Cbhp2nVIkiRJS8GpFSRJkqYsyVbttAUnJ3lsktOT3JzkP5JcmGTPWeLWT/LmJN9OckeS25NckOTPZtn+eUm+nOT6JL9Lcl2S85IcMmO71ebITXIy8K/tt3/d1jp47N5uM+scuUmelOSzSW5s8/40yQlJNh+x7cntfrZKclCS7yS5M8kNST6cZNUCh3XWOXLbZecm2bjd52A8rkiy/0L33+7rCUk+leSadh+/THJ5kg8kefCMbddNckiSi9uf1R1JvpHk0CQP+L08jUPbuu5M8vMkxydZ1ea7ZiGvt113/zE2Yt1DkhyZ5JvtMfebJF9N8tIR294/xUaS7ZP8c5Jb29dyXpL/Mcs4rZPk4CQXJbktyW+T/DDJR5Jsu5hxkiRJWik8I1eSJKk/tga+CnwX+D/A5sBLgLOSvKyqThlsmGQ94GzgacCVwIdopkN4EXBKku2r6i1D2x/Y7vMXwOdpzlTdBHgCsD9wwhx1nd4+vxI4Dzh3aN01c72gJPsAnwUCnAr8FHgS8BfAvkl2rapR+zgOeHZb6xeBPYDXANsAT58r5wJtCFwE3NXWtQHN2J2U5L6q+uh8O0jyBOASoIAzgJ8Af9jWeAjwVuDudtsHt6/l2cBVwCeBO9vX9UFgZ+DlM1J8ADiMZrqKD7f72rfddr229kVJsiHwFWAH4HLgJJqTPZ4NfDLJ46vqrSNCdwT+iuZ4/QjwaOCFwJfbY++qoRzrAf8MPBP4Wfvabwe2Al4AXAhc3W47yThJkiStCDZyJUmS+uOpwHuq6k2DBUmOp2mWnZjkrKq6vV31Rpom7lnA86rqnnb7dwCXAkcm+UJV/Vu7/UE0jb/tqurG4aRJNp6rqKo6PcmtNI3cc6vq6IW8mCQPA06m+Z1z96q6YGjdEcA7aRqUo8443gX4b4NpHpKsS9Nw3CPJTlV16UJqmMN2wD8CB1XVvW2O9wPfBo4A5m3k0ozHBsDzq+pzwyuSPAK4Y2jRUTTNyeOBw4dyrkMzBq9OcupgP+2ZrYcBPwJ2qqqb2+VH0ZwdvTlNU3yxPkDTxD2iqo4bqn8Dmgb+W9q6vjkj7jnA/lV18lDMQcCJwOtoGtkDR9M0cT8PvLiqfjcUsz5N83tgrHGSJElaSbw0SZIkqT9uA44ZXlBVlwGfoDmD9AVDq15NcyboGwZN3Hb7G4Fj228PmLH/e2jPEJ2RY03NI7svsBFwynATt/VemrN5n5Xk0SNijxmeq7d9jf/UfrvTEtR2B83Y3TuU43s0Z+k+LsnDx9jXb2cuqKpbquo+gHY6gENpzoZ+/Yyc99I05Qv4n0O7GEzx8DeDJm67/Z3AkWPUNqskGwF/Dlw23MQdynMEzZnULxsRftFwE7d1Es0xdv/Pp23AHkIzRgcPN3HbPL+rql+2204yTpIkSSuGZ+RKkiT1x+VV9esRy8+lOftzB+CjbZNxG+DnVXXliO2/0j7vMLTsEzTN0yuSnEIzRcJFgybaGvLEGfXcr6ruSXI+zeX1OwAzb7B22Yj9/ax9fsQS1Hb10NnNo3JsCIz6WQw7hebs09OTnAp8iWZMfzRju8fQNLSvBt6aZNS+fgs8buj7wdidN2LbC2gapov1ZGAdoJIcPWL9YI7fx41Y94CfT1XdneQGVv/5PBZYBVxSVdfNU88k4yRJkrRi2MiVJEnqjxtmWf6L9nnVjOfrZ9l+sHzDwYKqel+Sm2jOjjwMOJymgXce8Kb2zN+lNnadQ24dsWzQvFxnMUXNsf+xclTVpUl2o5kO4EW0c7cmuQp4R1V9qt10o/Z5W+Cv59jlw4a+HozdA46Jqro3ya/mq28BBnU9uX0spK6BucZveOwGP9ufj1HPOOMkSZK0Yji1giRJUn9sOsvyzdrn22Y8bzZiW2jmTx3eDoCq+lhV7ULTMHsOzRyxTwXOTrLJRBXPbaI6l5Oq+mpV7UNzFuquNNNabEpzo7BntpsNXt9pVZU5HlsP7XoQ84Bjop2uYKOZy4H72udRJ2uMapYPcrx/nrr2mHUA5jdo+G6xgG0nGSdJkqQVw0auJElSfzxxlrlZd2+fvwHQTr/wI2CLJNuO2H7QeLt8VJKqurWqzqyq19DcjOyPgN3mqW0wX+k4Z8N+o33efeaK9uZlT5mrzuWknev136rq7TRnPEMzRzDAlTQNzV2SPHjkDh5oMCZPG7FuN0Y3a29pn7ccsW7HEcsupWn+zvezX4zBa39CkkctcNtxxkmSJGnFsJErSZLUH6uAtw8vSLIjzc2dbgNOG1p1Es2NqN7dnqE52H5j4G1D2wyW79U2T2canIl7xzy1DS7lH3VjstmcDtwMvDTJLjPWHQ78Z+BLwzc1W06S7JZk1YhVg7No74D7b9T2QZozkP8uyR+M2NfmSf7r0KKT2+ejkvzR0HYbAP97lpIubZ/3H/5ZJ9mSGcdVW9eNNHMn75jkbaOOjyR/kmTiM2Dbm5SdAPwBcGKS9Wfsf70kj2y3nWScJEmSVgznyJUkSeqP84EDkuwMXETT0HoJzX++HzTj5lzvAf6U5qzPbyU5E3gI8GKa5uxxVXXh0PafBu5MciFwDU0TeDeauVG/TnOjrrlcRTPP6X5J7qK5OVkBH6+qn44KqKrfJHk18BngvCSfaeOeBOxJM/fvQfMNSo+9EdgzybnAj4HfAI+n+bncAnx4aNtjge2Ag4HnJvkKzXhuQjMn7K40c+1+D6CqLkryQeC1wHfbm6ndTfPzvoUR8w5X1SXtDeSeClza5tgUeC5wNqPP1D20zX8M8PL2+LgBeBTNTcWeDLwU+Mn4w3O/dwA7t3X8IMkXaG4ktyXNcfAmft+4HmucJEmSVhIbuZIkSf3xE5oG1jvb5/VpLrE/pqrOHt6wqu5K8izgDcDLaBp+9wDfAg4futHWwJuBZwNPBPYG7gR+ChwB/H1V3T1XYe0Ntl7Q1vZnwMNpmsEXtvuZLe5zSXYF3tLmX0XTwD0ROLaqrpsrb8+dQNNU3ZmmwbgucG27/L3DDe6qujvJ84E/B14F7ENz065f0vzc30Zzduyw1wE/AP6SpuH9K5qzst9C83MeZV/g3e3za4Grgb8Cvkjzc1tNVd2e5GnAgTTH0QuBDWiauVcDrwfOWdhwjNYeq3vRHNOvAF5Jc+xc176eC4e2nWScJEmSVoRU1bRrkCRJWtGSbEXTpPpoVb1qqsVoWUhyDUBVbTXdSiRJktQV58iVJEmSJEmSpJ6zkStJkiRJkiRJPWcjV5IkSZIkSZJ6zjlyJUmSJEmSJKnnPCNXkiRJkiRJknrORq4kSZIkSZIk9ZyNXEmSJEmSJEnqORu5kiRJkiRJktRzNnIlSZIkSZIkqeds5EqSJEmSJElSz9nIlSRJkiRJkqSes5ErSZIkSZIkST1nI1eSJEmSJEmSes5GriRJkiRJkiT1nI1cSZIkSZIkSeo5G7mSJEmSJEmS1HM2ciVJkiRJkiSp52zkSpIkSZIkSVLPrTvtAiRJPZEUAA8a+j++UV93sWxtyrc2vRbHbvnkW5teyxTHrsj9i+67b/XnpVq2Jve9tudbm16LY7d88q1Nr2WSfAA1/OEoSeqUZ+RKkiRJkiRJUs/ZyJUkSZIkSZKknrORK0mSJEmSJEk9ZyNXkiRJkiRJknrORq4kSZIkSZIk9ZyNXEmSJEmSJEnqORu5kiRJkiRJktRzNnIlSZIkSZIkqeds5EqSJEmSJElSz9nIlSRJkiRJkqSes5ErSZIkSZIkST1nI1eSJEmSJEmSes5GriRJkiRJkiT1nI1cSZIkSZIkSeo5G7mSJEmSJEmS1HM2ciVJkiRJkiSp52zkSpIkSZIkSVLP2ciVJEmSJEmSpJ6zkStJkiRJkiRJPWcjV5IkSZIkSZJ6zkauJEmSJEmSJPWcjVxJkiRJkiRJ6jkbuZIkSZIkSZLUczZyJUmSJEmSJKnnbORKkiRJkiRJUs/ZyJUkSZIkSZKknrORK0mSJEmSJEk9ZyNXkiRJkiRJknrORq4kSZIkSZIk9ZyNXEmSJEmSJEnqORu5kiRJkiRJktRzNnIlSZIkSZIkqedSVdOuQZKkqUpyYFV9eNp1qB88HjTM40EDHgsa5vEgSZoGz8iVJAkOnHYB6hWPBw3zeNCAx4KGeTxIkjpnI1eSJEmSJEmSes5GriRJkiRJkiT1nI1cSZLAOe40zONBwzweNOCxoGEeD5KkznmzM0mSJEmSJEnqOc/IlSRJkiRJkqSes5ErSZIkSZIkST1nI1eStOIkOTrJz5N8s33sPct2eyW5KskPk7y56zrVjSTvTnJlkm8nOS3JhrNsd02S77THzGVd16k1Z773epL1k5zSrr8kyVbdV6kuJNkyyb8m+X6SK5K8bsQ2uye5bejfkLdPo1Z1Y77P/jT+rv18+HaSJ06jTknSyrDutAuQJGlK3l9V75ltZZJ1gA8BzwKuBb6W5Iyq+l5XBaoz5wBHVtU9Sd4FHAkcMcu2e1TVTd2VpjVtge/1/wXcUlXbJNkPeBfwku6rVQfuAd5YVZcneTjw9STnjPjsv6Cq9plCfZqOuT77/xTYtn3sDPx9+yxJ0pLzjFxJkkbbCfhhVf24qu4CPg3sO+WatAZU1Rer6p7224uBP55mPercQt7r+wIfbb8+FXhGknRYozpSVddX1eXt178Gvg9sMd2q1HP7Ah+rxsXAhkk2n3ZRkqS1k41cSdJKdWh7CeRJSR4xYv0WwM+Gvr8W/5hfCV4NnDXLugK+mOTrSQ7ssCatWQt5r9+/Tdv0vw3YqJPqNDXtFBo7AJeMWP3fk3wryVlJHt9pYerafJ/9/r4gSeqMUytIktZKSb4EbDZi1VE0lz0eS/PH2bHAe2kaeKvtYkRsLWWN6s5cx0NVfa7d5iiay6o/Mctudq2q65JsApyT5MqqOn/NVKwOLeS97ufBCpPkYcBngcOr6vYZqy8H/lNV/aadY/10msvqtXaa77PfzwdJUmds5EqS1kpV9cyFbJfkH4AvjFh1LbDl0Pd/DFy3BKVpCuY7HpK8EtgHeEZVjfwDvKqua59vTHIazSX5NnKXv4W81wfbXJtkXWAVcHM35alrSR5M08T9RFX9v5nrhxu7VXVmkhOSbOz82WunBXz2+/uCJKkzTq0gSVpxZsxd9wLguyM2+xqwbZKtk6wH7Aec0UV96laSvWhubva8qrpjlm0e2t74iCQPBfZk9HGj5Wch7/UzgFe2X78I+MpsDX8tb+3cx/8IfL+q3jfLNpsN5khOshPN31S/6q5KdWWBn/1nAK9IYxfgtqq6vuNSJUkrhGfkSpJWouOSbE9z6eM1wEEASR4FfKSq9q6qe5IcCpwNrAOcVFVXTKtgrVHHA+vTXDILcHFVHTx8PACbAqe169cFPllV/zKtgrV0ZnuvJzkGuKyqzqBp7H08yQ9pzsTdb3oVaw3bFXg58J0k32yXvQV4NEBVnUjTzP+LJPcAvwX2s7G/1hr52Z/kYLj/eDgT2Bv4IXAHsP+UapUkrQDxdw5JkiRJkiRJ6jenVpAkSZIkSZKknrORK0mSJEmSJEk9ZyNXkiRJkiRJknrORq4kSZIkSZIk9ZyNXEmSJEmSJEnqORu5kiRJkiRJktRzNnIlSZIkSZIkqef+PwAYD9ajVNzQAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a2f7a4f98>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a2d83c4a8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a2dce1898>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "output_dir = \"visualize_ism_outputs\"\n",
    "os.makedirs(output_dir, exist_ok=True)\n",
    "for filename, result in all_results:\n",
    "    visualize(filename, result, output_dir=output_dir)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:selene-cpu]",
   "language": "python",
   "name": "conda-env-selene-cpu-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
